Wednesday, July 09, 2008

Do-it-yourself genomics: bad advice is bad advice

GenomeWeb's frequently entertaining Daily Scan notes that Wired magazine has a wiki which gives instructions on how to explore your own genome, including how to do your own genetic testing by home-PCRing your DNA and sending it to a contract lab for sequencing.

It isn't a very good idea, but that doesn't mean people won't try it. Doing a simple PCR really is pretty easy; I've done it in a hotel ballroom (proctoring a high school science fair sponsored by Invitrogen). Instructions for homebrew thermocyclers are surely out there; a number were published in the early days of PCR. But that doesn't mean getting good results is easy. Sticking to a purely technical level, are Wired's instructions very good?

I'd say no. I suppose I should even register to edit the wiki, but at the moment I'll limit myself to pointing out some of the technical issues that are ignored or glossed over (the material I quote below may well change, since it is a wiki).

The first obvious area is primer design. Wired's instructions are pretty simple
Designing them may be the hardest step. Look up the DNA sequence flanking your genetic marker of interest in a database like dbSNP. Pick a segment that is about 20 bases long and slightly ahead of the marker. That is your forward primer. Pick another 20ish base sequence that is behind the region of DNA that you want to study. Use a web app of your choice to find its reverse complement.


Alas, this will frequently be a recipe for disaster. As for my own qualifications for making that claim I will state that (a) I regularly design PCR amplicons in my professional life and (b) I have a much greater appreciation for my ignorance about how PCR can go awry than the average biologist. Leading the list of pitfalls is designing a primer with too low a Tm -- if those 20 nucleotides are mostly A & T, it won't work well. Second would be if the two primers will anneal to each other; you'll get lots of primer-dimer and little else. Equally bad would be a primer that can prime off itself. Third would be if the primers aren't specific to your targeted region of the genome. Prime off a conserved Alu piece and you are in real trouble.

The really silly part about this advice is that there are free primer design programs all over the internet, and some of the sites will perform nearly all of the checks mentioned above.

The rules for placement are much trickier than suggested. If you are going to sequence (and you might be sequencing heterozygous DNA; see below), then you really need the primers to be at least 50 nucleotides away from what you care about -- there is a front of unincorporated dye which often drops the quality any closer than this.

Even more of a concern is the sequence data itself. Wired makes it sound easy
Once that's done, you can buy sequencing equipment and do it yourself, or send the sample off to any one of many sequencing companies and they will do it for about five dollars.

If you are sequencing uncloned PCR products, then you are sequencing a population. If you are heterozygous for a single nucleotide, that means that nucleotide will read out as a mix -- two overlapping peaks of perhaps half height. A deletion or insertion ("indel") will make the trace "double peaked" from that spot on.

Those are the best case scenarios. If you had poor quality amplification (due to badly designed primers or just a miserable to amplify region), all those truncated PCR products will be in the sequencing mix as well -- further degrading your signal. If your SNP is in a region expanded due to copy number variation, then life is even harder.

Which gets to another point: Wired seems to be ignorant of copy number variants. Their testing recipe certainly won't work there.

The idea of untrained, emotionally involved individuals trying to interpret good genetic data is scary enough (Wired's example of celiac disease, as pointed out over at DNA and You, is a particularly problematic one); scarier is to overlay lots of ambiguity and error due to sloppy amateur technique. Hopefully, few will have the energy & funds to try it.

Monday, July 07, 2008

History Forget: How not to explain the impact of Prozac

Having escaped the usual abode for the weekend, there were a pile of the accumulated newspapers to digest on the train this morning. The Sunday Globe Ideas section caught my eye with an item by Jonah Lehrer titled "Head Fake: How Prozac sent the science of depression in the wrong direction". It's not an awful article -- once you get past that subtitle. But, it isn't a great article either.

The article puts forth the thesis that Prozac led to a chemical theory of depression, which recent literature has seriously upended. Alas, that greatly distorts the history.

Prozac was not the first successful drug nor the real antecedent to a chemical theory of depression. Early antidepressives such as the tricyclics and monoamine oxidase inhibitors opened the path to thinking that depression was due to imbalances in specific neurotransmitters. Prozac itself, as a Selective Serotonin Reuptake Inhibitor (SSRI), was an outgrowth of that work -- given the previous success with psychoactive drugs which seemed to affect many neurotransmitters and evidence that specific neurotransmitters might be more important for specific psychological diseases, it was natural to try to zoom in on one neurotransmitter. Prozac then is not a paradigm shifter (ala Kuhn) but was an extension of the existing paradigm. The success of SSRIs, partly due to a significantly attenuated side effect profile and partly due to a lot of popular press and partly due to marketing, merely pushed an existing theory up the ranks, particularly in the popular zeitgeist.

Lehrer does do a nice job of summarizing some recent work suggesting how antidepressants may really work, which is that they may help neurons heal (a new paradigm of depression as a neurodegenerative disease). In a recent conversation a clinician acquaintance noted to me some of the same key points (I'll confess to having not read the literature myself), so there's nothing wrong here. He also notes that it was the investigation of inconsistencies of observation with the predictions of the chemical imbalance theory, such as the frequently observed time lag between beginning antidepressant therapy and seeing results, which led to the new theory.

But getting back to that irksome subtitle, did Prozac steer "the science of depression in the wrong direction" or simply on a winding path? Yes, the chemical imbalance theory looks like it may be down for the count. However, it was that very same theory, via its shortcomings, that led to the new theory. This is how science works -- it's often indirect & messy. That's an important message that's lost (or nearly so) in the piece. SSRIs were perhaps a blunt tool, but they are the tool which has unlocked a new understanding of the topic.

Could we have gotten to the current understanding of depression without SSRIs and other chemical antidepressants? That's an exercise in alternative history best left to experts in the field, if anyone. Perhaps we might have, but perhaps not -- or would have via an even more tortuous path. It is important to get out the story of how pharmaceutical antidepressants do and do not work, but it is equally important to get out the story of how science really works.

Thursday, July 03, 2008

Myeloma unified?

Blogging on Peer-Reviewed Research
Multiple myeloma is a complex disease. Perhaps one metaphor is that of the mythical Hydra -- each time a new molecular tool is thrown at it the number of vicious heads increases. For example, there are different chromosomal translocations which lead to myeloma. If you look at myeloma samples by transcriptional profiling, then one can find distinct expression signatures for each translocation -- and just as easily find ways to split those signatures into further subtypes. For example, some translocations activate one gene disrupted by the translocation whereas other instances of the same translocation will activate both deranged genes.

Another possible metaphor is the old fable of blind men examining an elephant -- each reports that the object is different, based on examining a different portion of the beast. In the case of myeloma, one examiner might focus on the subset with large portions of the genome amplified, others on specific deletions on chromosome 13, another on those cases where bone destruction is rampant. My own experience with palpitating the pachyderm looked at the response to a specific drug.

Now the Staudt lab has come out with a paper in Nature which proposes lumping everything back together again. Initially using a retroviral RNAi screen they identified the transcription factor IRF4 as a unifying theme of myeloma. IRF4 is activated in one characteristic translocation and plays an important role in B-cell development, so it's not a total shock. But linking it across multiple types is surprising.

The screen achieved 2-8 fold knockdown of IRF4 in 3 different myeloma cell lines, each possessing a different hallmark translocation (one of which was an IRF4 translocation). This was later extended to additional myeloma lines with similar lethality, but the knockdown of IRF4 in lymphoma lines had little effect, save one line possessing a translocation of IRF4.

One interesting surprise is that with the exception of the known IRF4 translocation bearing line, none of the lines have amplifications or other obvious derangements of IRF4. Only one showed point mutations upon resequencing. Hence, somehow IRF4 is being activated but not via a painfully obvious mechanism.

RNAi approaches can suffer from off-targets, genes not meant to be hit which cause the phenotype being studied rather than the believed target. The paper provides strong evidence that the effects really are driven by IRF4 knockdown -- not only were multiple shRNAs targeting IRF4 found to kill myeloma cells, but one of these targets the 3' untranslated region of IRF4 -- and the phenotype could be rescued by expressing IRF4 lacking the 3' UTR.

Transcriptional profiling of the knockdown lines in comparison with parental lines revealed a number of candidate IRF4 targets, and a large number of these were also identified by chromatin immunoprecipitation-chip (ChIP-chip) studies, confirming them as direct IRF4 targets. As noted, some direct targets may have been missed by ChIP-chip due to limitations with the arrays used. One other interesting aspect: the IRF4 target list in myeloma lines somewhat resembles a union of that in plasma cells (the normal cell myelomas are most kin to) with that of antigen-stimulated B-cells.

A particularly interesting direct IRF4 target identified in this study is the notorious oncogene MYC. A number of identified IRF4 targets are also known MYC targets, suggesting synergistic activation. They also found that both IRF4 and MYC bind upstream of IRF4 -- suggesting a complex web of positive feedback loops.

An interesting further bit of work targeted various identified IRF4 targets and showed these knockdowns to be lethal to myeloma cell lines. Hence it is suggested that IRF4 ablation in myeloma would lead to tumor cell death by many routes. Mice heterozygous for IRF4 deletion are viable, suggesting that IRF4 could be targeted safely.

The catch would be targeting IRF4 -- transcription factors are on nobody's list of favorite targets. The authors cite as points of optimism approaches targeting p53 & BCL6. However, the p53 targeting route is by inhibiting an enzyme which destabilizes p53, so an analogous approach to IRF4 would require first identifying key determinants of its stability. The BCL6 example they cite uses a peptide mimic, not something the medicinal chemists love much.

Other approaches to targeting IRF4 might focus on "druggable" (if any) genes in the IRF4 target lists, or perhaps something else. I'll try to put together a post next week on one of those candidate elses.

Now that Staudt's group has brought things together, it is tempting to contemplate slicing off some more Hydra heads. How do IRF4 target gene profiles differ across the chromosomal abberation subtypes of myleoma? Do IRF4 targets have any predictive value for determining the appropriate medication or show differential response to different medications?

Monday, June 30, 2008

Laying the groundwork for the one ton tomato

Somewhere in life I've heard a children's/novelty song about a one ton tomato; eventually (if I remember correctly) it ends up as a similar quantity of ketchup.

Nearly half-ton pumpkins show up pretty regularly at the big agricultural fairs every fall, but tomatoes aren't in that league. But, the difference between an ancestral tomato (small berries) and a multi-pound beefsteak is nothing to sneeze at. Domestication has made great strides.

A paper last month in Nature Genetics laid out part of this process. Interestingly, there are two different developmental processes that have been utilized to enlarge tomatoes. A tomato fruit is composed of multiple subunits, the carpels. One change has increased the number of cells per carpel by tinkering with the cell cycle -- a much more delicious change than what a similar process will yield in a person. The new work details the genetic change which increased the number of carpels.

Of course, of interest is how universal these mechanisms are. Most domestic fruits are greatly enlarged over their wild counterparts -- though perhaps raspberries show very little enlargement & blueberries it is a small multiple. On the other end are those monster curcurbits at the fair and their watermelon cousins.

But getting back to the title. Now the question is whether these mechanisms have reached their biological maximum or simply what a few mutations can do (there are also practical considerations, such as the stem strength required to support larger tomatoes). Or, can we use this new knowledge to bring up the laggards -- or figure out why there are no fist-sized raspberries or basketball-like blueberries? A strawberry the size of my dog? Of course, purely economic forces might lead to the fruits commanding the most money per unit weight -- perhaps pomegranates will have an order of magnitude more seeds! Healthy for you -- so long as you watch where you eat them.

Friday, June 20, 2008

Don't do it Josh!

The Globe this week had a number of articles on the passing of the $1B biotech bill in Massachusetts and the proxy fight for Biogen Idec. But a third item really raised my eyebrows.

Vertex's CEO Joshua Boger announced that Vertex is contemplating moving out of the state. The apparent driver of this is a concern that Vertex might outgrow the Boston area and that now might be the time to move, before the company grows even larger. Previous discussion of moving had produced a striking plan to relocate to the Boston waterfront.

Now, I'll confess a certain personal interest. I'm probably going to be in this area for most of my employment life, so I don't want to see employers leave (I can see Vertex headquarters from my office). Furthermore, I believe big companies like Vertex, BiogenIdec and such have a beneficial effect on their overall corporate neighborhood -- they tend to grow more talent than they need and those persons tend to start new ventures near the old ones.

Which is the point -- people don't really like to move. Yes, some folks will follow their job to the ends of the earth, but a lot of folks won't. So atop the disruption & distraction of moving, a lot of good people will leave in a short timespan. My general prejudice is that planners recognize such costs but then grossly underestimate them.

Why might Vertex be contemplating such a move? The most cynical explanation is to try to extract tax incentives from either Massachusetts or wherever they move to. Such incentives have driven previous moves or new sites, with mixed success. Rhode Island trumpeted extracting Alpha-Beta from Massachusetts, until Alpha-Beta failed in the clinic and disappeared into the dust.

More practically Boston does have its drawbacks & tradeoffs. Traffic is awful; but that's true of a lot of America. Housing prices are insane. Neither of these encourages new workers. On the other hand, the academic & hospital environment is huge and Boston has a decent transit system, which somewhat offsets the traffic issue. It is striking that so many large biotech & pharma have been trying to move in to Cambridge/Boston over the last decade or so (Merck, Novartis, Schering, Astra, Amgen, Sanofi-Aventis, etc).

But in any case, I return to my main argument. I'm sure Vertex could thrive in many places -- Boston is not Mecca, and if they moved they would recover and thrive again -- but after paying a steep price of disruption & lost talent.

Are there other options? One of course is to stick it out in Boston. Another is to have multiple locations, which incurs its own inefficiencies. No solution is perfect. But please leave migrations for the birds!

Sunday, June 08, 2008

Visiting a time capsule

The Next Generation & I went to the Boston Museum of Science today (we're members this year) and one of the exhibits where he lingered was the one of biotechnology.

I was a bit surprised to find that it dated to 1993; I didn't remember it always being in the spot it's in, so either my memory is flaky (not an unreasonable idea) or it was moved or in storage at some time. But it has been out for a while.

Simply looking at the list of sponsors is a bit of a memory jogger. While some are unchanged (BASF, Genencor), some simply went bust (Alpha-Beta), some were absorbed in corporate actions (Genetics Institute, Perseptive Biosystems) while others remain but under somewhat different names (lawyers Hale & Dorr have several more '&' in the name now; Biogen is now Biogen Idec).

Reading the text is interesting too. For example, we can learn that the human genome maybe, possibly might be sequenced one day.

One of the displays proposes that the dye indigo might one day be synthesized by bacteria (which had been demonstrated) instead of synthesized from petroleum (which had supplanted the original natural source about a century ago); that process has apparently not (yet?) become commercially feasible.

One of the games involves performing gene therapy for cystic fibrosis using a cold virus. That's certainly still a dream, but not for lack of trying.

Another game has you adding an antifreeze gene to tomatoes to prevent their freezing; this was once an active pursuit, but I haven't heard anything lately. Certainly the no-soften tomato was a commercial flop; I'm still eagerly awaiting some tomasil seeds.

This isn't meant to ridicule the display; in general I think it was well done & carefully thought out (Aspirin has been misspelled on the display all these years, but oh well!). Making interesting, interactive exhibits on molecular biology themes remains challenging.

Perhaps what has aged the least on the displays was the addressing of ethical concerns -- when does gene therapy go too far, what privacy rights do we have to our genes, etc.

Saturday, June 07, 2008

Isn't The Great Filter something in the Whatman catalog?

Twice in the last week the Globe has run pieces on a concept called 'The Great Filter', once on the Op-Ed page and now in the Star Watch astronomy column. I've read both, and the pseudo-statistical thinking in them just irks me.

The headline on the star watch column suggests the hubris that is perhaps what is goading me: "Why a microbe on Mars would change humanity's future". I'd completely agree that discovering microbial life on Mars would be exciting, but where it goes from there is bizarre.

The gist of the argument can be found in this quote
If life arose independently twice in just one solar system, it would mean that the life formation process is easy and common. Life would be abundant everywhere. Most starts have planets, os the entire universe would be teeming with living things.
Good news? No. The chance for humanity's long-term survival would immediately look worse.
Follow carefully now. Whether or not simple life is common, we know that intelligen, technological life -- like us -- is probably rare. Otherwise, goes the arugment, it would have noticed such a good planet as Earth and come here to colonize as early as hundreds of millions of years ago
.
Given that we haven't yet found signs of other advanced life (or any life) elsewhere

If life is common, something apparently stops it from developing to the point of gaining interstellar travel and settling the galaxy...Apparently, some kine of "Great Filter" preveents life from evolving to the point of getting starships. If the Great Filter lies early in evolution -- such as if the origin of life itself is a rare fluke -- then we, humanity, have already gotten through it. If the Great Filter lies ahead of us -- such as, for instance, if technological civilizations always destroy themselves as soon as they get to power -- then we have no more chance of making it than all the others who have failed and left the cosmos silent.
The more advanced the fossils of living things that Mars may hold, the greater the chance that the Great Filter lies not behind us but ahead.


Okay, just where to start. First, the current Mars mission finding life on Mars is a far cry from finding that life arose independently on Mars. We know that rocks make the transit occasionally, and while we think we sterilized all the probes, the possibility that any life form found really shares a common heritage must first be ruled out. Gary Ruvkun has suggested an experiment for a future probe to look for & sequence ribosomal RNA (if I remember correctly); that would be an appropriate follow-up.

There's also the problem of an N of one: Mars is one planet. Maybe you count an N of 2 with Earth as the second case, though since you're trying to predict on it that's a case of training on your test set. Mars is hardly an independent sample; the same solar system, which may or may not have some unusual properties.

But perhaps more irksome is conflating the reasonable idea that there are difficult barriers against spacefaring species to arise with the rather silly one that there is a single "Great Filter". Mars is a particularly poor example, as we would have a good guess what the filter is there: the planet quit being a nice place to live.

How improbable is life? How often do planets get life but it stays unicellular? How often multicellular but never ambulatory, sentient beings? How often do those sentient beings come up with some way to prevent travel to the stars -- a religion that forbids it, self-extermination (which our species has toyed with). Perhaps some inhabited planets have a super Van Allen belt which dissuaded their residents from becoming star travelers. Perhaps there are intelligent cultures far away -- but with a timing such that their signals can't yet reach us.

The fact is, any estimates of the probability of any one of these (or anything else you can imagine) are nothing but personal priors, wild guesses without much basis in fact. Feel free to make them, but spare us the headlines about predicting doom and gloom.

Thursday, June 05, 2008

Cuddle up to a phage!

While searching Amazon for a book, I came across a very funny (in a geeky way) line of plush toys: all sorts of microbes! GiantMicrobes.com has quite a taxonomy of them. I think my visual favorite is the T4 phage , but there's lots of other fun stuff here.

You can get a whole range of common (E.coli) and nasty (a whole line of venereal disease agents. Human pathogens are not monopolized: to terrorize Miss Amanda (or make voodoo chew toys) there's mange, rabies & heartworm.

The E.coli are a flagellated strain. You can buy one or a trio (Petri dish) . Surprisingly, there isn't a package deal on T4+E.coli, nor do they (yet?) have a pBR322 to accessorize your E.coli. Perhaps a future product line extension will include GFP-expressing glow-in-the-dark variants, or perhaps some scent-enhanced ones.

Monday, June 02, 2008

House ATG.GAC.

I don't watch a lot of network television, but there are a handful of programs that have latched onto me. At the end of this season, there were just two and by accident rather than design (or perhaps it is the current plethora of such) they are both hospital-based. Last week I viewed the last of the new episodes off my PVR – so in place of a new episode this week, I’ll try to sketch out my own

House M.D. is an hourlong drama focusing on Dr. Gregory House, a brilliant diagnostician who is also an extremely difficult human being. He terrorizes his three junior colleagues, who are trapped in his orbit like the inner moons of Jupiter -- and subject to similar violent (though only psychologically) tidal forces. Three previous assistants have attained somewhat more distant orbits, though one has spiraled back in. His boss & a colleague attempt to be friends, but get much grief for their efforts.

As with most series TV, there is a basic formula, a framework which the writers decorate or modify each week, rarely breaking it entirely. The scheme here generally starts with a patient arriving with some strange, dramatic set of symptoms (usually exposited prior to the opening credits). House is either intrigued or blackmailed by his boss into taking the case Lots of diagnostic dead ends follow (and new symptoms appear), accompanied by exorbitant amounts of testing. House's assistants provide the union of all high tech medicine & are capable of running any diagnostic under the sun (somehow, the hospital lacks lab techs!). By the end, the case is solved -- and more often than not the patient survives (a few lose the lottery).

One thing you actually DON'T see much of is DNA testing -- once in a while, but it hardly shows up as much as on a CSI/Law & Order type police procedural. DNA testing just doesn't televise well; the best you can do is show someone drawing their own blood (what, no buccal swabs?). In contrast, the MRI room has lots of fun angles -- private conversations behind the console, bouts of claustrophobia, or dramatic races to reach the suddenly stricken patient. Sequencers just aren't very dramatic.

So, I'm going to suggest an episode. Perhaps this qualifies as a "treatment" in Hollywood-speak. I have no desire for a career there, but if the writers take the idea I'd hardly turn down a walk-on.

A patient arrives at Princeton-Plainsboro seeking House due to a mysterious set of symptoms which has afflicted her for years. As usual with such, House is disdainful -- until the patient tries to hand him a DVD but dramatically collapses instead with some interesting symptom along the way. When the patient regains conciousness in a hospital bed, they start asking about the DVD again -- and then deliver the trump card: the DVD has her genome sequence on it.

House has no great interest in the DVD, and argues how useless it is. He's patently annoyed by it. One of the assistants makes the mistake of rising to the bait and proposing that perhaps a critical clue lies within -- and thereby gets assigned the task of cross-referencing EVERY polymorphism against the patient's symptoms. Several dead ends come from the DNA data, but nothing useful -- or in reality, just too many hypotheses which are too tenuous to do anything with. That doesn't stop the young assistants from batting some around and debating the now and future utility of such scans.

Now, as an aside, the story really (in my opinion) needs a complete genome scan. However, if there is a desire to garner some product placement that would narrow the candidates to one (Knome) at this stage. SNP scans are quite as dramatic!

At the end, the patient's puzzle is solved & they get to proceed in life knowing what they have & able to manage it. But, the kicker is that the assistant now cross-references the now known disease against the polymorphisms and comes up with an answer -- but it was buried deep within hundreds of other equally supported hypotheses. Finish the episode with some more back-and-forth amongst the characters about how this might play out the next time. How their careers might change. How well (or not so well) their training has prepared them for this.

Saturday, May 31, 2008

Starting to add up to some real money

Last week's Globe carried an item that a real estate firm is planning a 5-year, $1 billion dollar, 1.5M square foot biotech complex in Cambridge. Given all the recent news about Gov. Patrick's $1 billion biotech initiative, perhaps Sen Dirksen was right. Predictably, one letter to the editor proposed that the private money obviates the need for the public mone.

Of course, they're addressing two different things, well, mostly. The original biotech proposal was going to be heavily research oriented, but now there is the earmarks for education & earmarks for local infrastructure. The real estate development is going to provide space for future growth, space that the company is hoping will exist.

Real estate in general & biotech specifically are a boom-and-bust phenomenon in Cambridge, though the trend is clearly weighted a bit towards boom. Even before the genomics boom there was a shortage of space & all sorts of old factory space was converted -- one MLNM site was known as the "Box Factory", as it had previously manufactured heart-shaped candy boxes for Valentine's Day. New buildings went up, such as the cluster of current & former MLNM buildings and the Cambridge beachhead for Partners Healthcare's research empire. The really big daddy's were the conversion of a candy factory to the Novartis site & Genzyme's beautiful building. When the tech boom crashed, space intended for companies such as Akamai was hastily converted.

Then the genomics era came crashing down, and suddenly MLNM wasn't gobbling up space but instead dumping it. Sites such as 640 Memorial Drive sat largely vacant, along with many smaller ones. Signs for 'Biotech Space Available'.

The pendulum is apparently closer to boom again, and several biotechs are heading to the suburbs for cheaper rents or more space. Cambridge will never be cheap, that's for sure.

A billion dollars is no pocket change. One unintentionally humorous element in the story was that no clients had been lined up yet -- like anybody in this business can plan 5 years ahead! MLNM got burnt multiple times on shorter term planning -- stuck in a long lease at 640, buildings configured for the wrong mix of chemistry & biology labs, etc.

Biotech buildings have all sorts of additional requirements, many of which I've only recently become aware of. Heavy-duty floors are needed to support equipment. Complicated ventilation infrastructure. Systems to pH neutralize waste water. Some companies have systems to move waste solvents downstairs; Cambridge's fire department has strict limits which grow tighter the higher the floor. Trying to get leeway there is a non-starter; a year and a half ago a non-biotech solvent explosion blew apart a neighborhood in a town north of Boston.

The location is very good; close to a lot of existing biotech, major road routes, and two mass transit lines -- one of which will probably be extended by the middle of the next decade. The area is already congested, but where isn't?

In the image, the Charles River is the dark slash in the lower right corner, and the Genzyme building anchors the lower left corner.
View Larger Map The big parking lot in the center would be a key site, and has begged for redevelopment for a while. The parking lot above it and to the right would also be included -- but also the low rise buildings going diagonally up to the upper left. These are apparently currently low-rent startup space, a useful commodity, but the new buildings will be much taller -- critical in the increasingly crowded biotech zone. A little bit of the space will be restaurant/retail, but with Kendall Square & the Cambridge Galleria nearby, it won't be lacking for eating & errands.

Thursday, May 29, 2008

Misadventures in social networking

My one previous foray into social networking sites was LinkedIn. During one of MLNM's scythe-to-the-workforce exercises folks started setting up the sites, and it seemed like a good idea. Growth was slow at first -- which was fine by me as I've set a personal rule only to link to people I can actually remember interacting with. I also tended to only link to those already possessing accounts; little proselytizing for me. At one point though, I invited one person in just so I'd have one link with nothing to do with MLNM. However, Miss Amanda has shown no interest -- I suppose she won't until digital scent technology picks up)

Over time my network has grown & I have found the tool useful. For one, it's a way to keep connected to folks even as email addresses go dead due to job moves or internet provider changes. However, it's hardly foolproof there -- too often someone's LinkedIn account still points at the old email address. There's the related problem of someone having multiple accounts, having lost their access to one because it points to a defunct email. At least the last time I looked, LinkedIn's interface made it hard to distinguish them when you're trying to delete one -- you just see the person's name.

I also found it useful during my post-MLNM job search to scout out a company -- who do I know at company X?

Purely social sites such as MySpace don't have much appeal to me, but particularly in the past year I've gotten exposed to other sites -- usually by someone inviting me in. For example, SciLink is run out of Boston and the founder is a friend-of-a-friend, so we've actually met. This site starts building your network off your publications, a clever trick (though it does make me glad I'm not a John Smith).

For whatever reason, this morning I decided to check out some of those other invites that have been enjoying benign neglect in my email box. One thought was to get some minor fodder for this page. I uncovered the invite for Spock and also one for Doostang and thought about polishing up my SciLink entry.

For whatever reason, I picked Doostang first. Why I don't know. I sure don't understand the name. My quick associations to it are Durmstrang, boomslang & doofus. -- not good associations (I'm more of a Hogwarts partisan & I care not to meet a boomslang up close). But, what's the harm?

So I followed the link someone sent me & set up an account. Wrote up some skeleton information about my days of being blue & crimson and my job experience.

Now most of the sites have some feature to mine your email addresses for possible links. In keeping with past practice, I thought I'd use this to find others already on the site and try to link to them. Yep, just invite them, that's the plan.

The first inkling of disaster came when I got an email. From myself. Inviting me to Doostang. Actually, it wasn't addressed to me -- but to a Boston area informatics mailing list. OOOPS! Major social faux pas.

Then another email. From myself. This time to a company mailing list. Luckily, my colleagues had a sense of humor about it.

Then I check my email box: people are responding fast-and-furious. One person asks if my invite is spam -- hmmm, not quite sure how to answer that. Several are long lost colleagues, relatives & friends -- okay, that's a good thing. Many had nice things to say such as "thank's for thinking of me" -- I'm getting some social credit I probably didn't really earn.

Another is someone who's email address is a simple mutation away from my own -- people misaddress mail to me there. Nice to meet my not-quite-doppelganger, but pretty strange. Wierder is my inadvertant attempt to cozy up with by good buddies at subscriptions (at) nature.com -- yeah, they'll love me there!

Luckily, I've gotten out of the habit of debating science with crypto-creationists and have restrained myself from e-arguing with the staff right-winger at the Glob. Who knows how many Nigerian finance whizzes & providers of lists of MDs I'm now linked to! I probably should check my account to see what unsavory types I'm now e-collegial with. Please, no emails inviting me to join a network at www.MadeMan.com!

Well, the damage is done. I'll go easy on Spock & probably just return my invite to Meri Jeevan Kahani linger -- at least until I clear out all those messages from Doostang! I've always been aware I can be a bit socially awkward in real settings; now I get to bring that talent to the instant world of the Internet!

Wednesday, May 21, 2008

When biotech pork doesn't mean GFP spare ribs

Tuesday morning's Globe carries a front page item, with the headline above the fold, outlining the wayward course which Governor Patrick's biotech initiative has taken. Originally outlined as a broad sweep to nurture biotech growth in the Commonwealth with an emphasis on academia, the project has morphed in the Legislature into a set of earmarks.

None of the earmarks are completely devoid of biotech relevance, but they certainly aren't going for broad strokes. $13M for an interchange (near where I live) to relieve commuter congestion around a big Wyeth biopharmaceutical production facility & $13M for a water treatment plant in Framingham which Genzyme needs to support an expanded production plant there. Both will help retain existing biotech facilities which are important employers, but neither of these is likely to drive any growth outside the specific plant targeted (should the Wyeth environs sprout a plethora of omics companies, I will happily figure out a way to eat crow during my exponentially shortened commute!).

Other funds are targeting state university favorites of legislators. U Mass was always going to get a new stem cell repository (which it was pointed out originally was a clever hand to Harvard, which wouldn't mind getting a graceful exit from that business), but the tab is now up to $195M. Nearly $50M will go to build a life science center at a Western Mass school not known for life sciences education; indeed, it doesn't even have a graduate program in the field -- but does have a powerful pol as an alumnus.

University professors & at least one biotech CEO (Genzyme's) are already crying foul, but this is unlikely to have much effect. Massachusetts is effectively a one party state with little involuntary turnover in the Legislature (or the U.S. Congress seats come to think of it). The pols already have retreated to "It's the public money & we have the perogative to spend it!" -- true, but not exactly a justification for how they're spending it.

Who is to blame for the mess? Governor Patrick need look no farther than his mirror. First he made insane estimates of the job creation it would drive -- something in excess of 4X the current employment in the entire existing life sciences sector. Then he burned all his political capital trying to get casino gambling legalized in the state, and then at the moment of the key vote was off to New York signing a book deal rather than corraling a few last votes. With no real leverage, he's at the mercy of the Legislature. The quote in the article suggests that he's ready to sign whatever comes his way, a hollow victory preferable to an honorable defeat.

One thing Patrick clearly underestimated, perhaps because he really is even newer to the state than I am (not quite to the 2 decade mark) is that there is an enormous geographical divide (not that I anticipated it when I initially reacted to it just over a year ago either!). The conditions that favor biotech tend to be in Boston, Cambridge and some surrounding areas -- with Worcester (about 1 hour away) the one other large outpost. Everyone feels that anyone closer to Boston is getting a better deal than they are. So a biotech bill likely to favor the apparently favored was going to have a hard time without a bit of bacon fat to grease the skids -- but once you wave some pancetta before the pols, it's hard to get them to stop.

When biotech pork doesn'

Monday, May 19, 2008

Sherlock Holmes, Omicist

A nice item in GenomeWeb about a new NIH initiative that's just brilliant -- using omics to try to solve rare disease mysteries. I've blogged on this topic before, and it's an obvious way to go -- particularly since the price of these genome studies is dropping so precipitiously.

As noted by the patient named in the report, finding a cause is not (alas!) the same as finding a treatment. But if many patients with mystery diseases are screened, there will almost certainly be some clues that do lead to useful remedies. It is also important to remember that very rare syndromes often shed important light on very common disorders. For example, a large number of rare tumor syndromes have illuminated key cellular mechanisms broadly relevant to tumorigenesis -- von Hippel-Lindau, neurofibromatosis, and many others. Having some molecular clue to the disease is infinitely better than a baffling list of symptoms.

Monday, May 12, 2008

When you care enough to send the very best DNA

Yesterday was Mother's Day, and while searching for a card I spied what looked like a double helix on the front of one card. Finding this odd, I checked the card in detail -- and indeed it was DNA!

DNA is clearly in the public consciousness -- years of Law & Order and CSI have ensured that, but I found it striking that the image of a double helix is deemed recognizable by as mainstream & middlebrow a company as Hallmark.

A nice twist is the card actually bore a message along the lines of 'even though you didn't give me any DNA...' -- a card for mother figures, not birth mothers. So this isn't a sign of rampant DNA deterministic thinking, but rather the imprint of DNA on the public (or at least corporate) mind

Tuesday, April 29, 2008

A missed creative science opportunity?

Either Science or Nature (I can't find the item now) had a blurb noting that a Chilean observatory will play a prominent role in an upcoming James Bond movie -- the hideout of the villain (original press release here). A bit later in the item it is mentioned that the observatory will basically be simply compensated for its costs.

Given the state of public science funding, it's too bad they didn't extort something more. This isn't somebody's production-costs-charged-to-my-personal-Visa indie film, but 007 himself. Budget never seems to matter much in those films, so why not extract a bit of cash?

The movie is at least titled 'Quantum of Solace', so maybe that's some science there. If the observatory could have held out a bit longer, perhaps they could have gotten something better. Imagine, for instance, the effect on interesting young males in science if Bond's love interest was an astronomer, with a requisite seduction scene taking place around a telescope! Imagine the classic Bondian double entendre opportunities!

Ah well, perhaps it's just jealousy. Nobody builds funky buildings for biologists in stunningly scenic locations (the Salk Institute perhaps excepted). Q's gadgets haven't yet involved synthetic biology (I suppose it doesn't film well) -- alas, no devices made from codons.

Monday, April 28, 2008

Space, the final bio-frontier?

In case it hasn't been obvious from the occasional post, I am a spaceflight aficionado. As a very young child I watched some of the last moon landings. Many hours of play were spent imagining riding a rocket, playing with toy rockets, and building Lego spaceships.

At some point I realized I really didn't quite have the Right Stuff. Clearly I was never going to cut it as a pilot (I carry scale models of Hubble's corrective lenses on my nose daily), and in the end my scientific interests weren't really going to support traveling to space. So it became purely an observational hobby, though the dream has been rekindled a bit by the notion of buying a rocket ticket (alas, 2001 has come-and-gone without the vision of 2001). When Millennium changed travel agents a few years back & we needed to fill out new travel preference forms, I put Virgin Galactic as my preferred carrier.

A more inner struggle, one reflected in much of the space community, is the appropriate role of humans in space, or perhaps more pointedly, of government funding of humans in space. It is one thing for some gazillionaire to pay multi-millions to take a joy ride (anyone want to spot me $50M for a week PLUS a spacewalk?); it's another for governments to continue to spend billions to put people up there. Manned flight is thrilling, but robots tend to get more data.

An item in The Scientist (free registration may be required) points to this debate again, and close to my scientific home. Lobbying is firing up again for biology research in orbit, and given that the company (Spacehab) lobbying for it builds manned research gear, they're pushing the manned angle.

Space research has yielded many earthly benefits, but they're mostly in areas such as communications & remote sensing. It is difficult to really prove a case for very many other areas. Spaceflight remains rare, unpredicable & expensive, three qualities that few like to associate with their research programs.

Two biotech claims are advanced to support space research. One is the long-standing issue of crystallography -- the claim is that crystals for X-ray diffraction studies can be grown in space that are either higher quality than ground samples or which simply can't be made on the ground. The other is a very new claim of vaccine research.

If anyone knows of a good, balanced (not in the Fox News sense!) review of space-based crystallography, I'd love to have a pointer. I'm not in that community, but my general impression is that while useful data has been collected on space-grown crystals, it really hasn't taken that community by storm. Perhaps if flights were cheap & frequent it could, but other approaches such as high-throughput condition screening have had a bigger impact.

The vaccine claims are based on a paper published last year in PNAS (also covered in The Scientist) which found that spaceflight changed some key gene expression programs in Salmonella and that the space-flown bugs were more virulent. A quick scan suggests that the paper is reasonably well done on the transcriptional profiling side (both biological & technical replicates). But, it also points to the challenge of space research -- when is the next flight opportunity to determine how general the effect is?

I do believe there are a lot of fascinating fundamental questions to ask about biology in space. Many would be in the developmental & cellular world: to what degree does gravity influence various developmental processes. Some other research might be less about space & more about behavior: Skylab astronauts had spiders spin webs, and it took a number of trials for the spiders to learn to do it in Zero-G. It could be a fascinating way to study such behaviors & how an animal adapts to a changed environment. But, most space biology questions have an importance scaled to our commitment to manned presence in space. I'm a bit skeptical that the Salmonella experiments really help understand virulence on the ground (or more importantly, are going to be generally relevant -- but sometimes it doesn't hurt to be lucky!), but I'd sure want that line of work driven hard if I was going to spend months in space!

Sunday, April 27, 2008

Bizarre inanity from the financial analysis world

In general I try to ignore the various bleatings of stock pickers. Given the mountain of evidence in favor of the efficient market hypothesis, claims of successful stock picking should be generally lumped in with schemes for perpetual motion machines.

However, sometimes something truly ludicrous crosses my eyes & keeps them crossed. I've previously http://omicsomics.blogspot.com/2007_06_01_archive.html, but now I get to pick on someone calling a stock a buy.

The stock is (surprise!) Millennium, which Zacks.com is diligent to inform us is still a buy in their opinion. When I saw the headline I did a double-take, and then had to read the article. It's just as bizarre as I expected. The author describes a complex analysis leading to a target price of $25, miraculously the same as what Takeda is offering. They note all sorts of good news which might occur to Millennium.

But that's irrelevant, as Takeda has set the price for MLNM: $25/share. Given that MLNM has accepted the offer, the price ain't going higher without another bidder -- and unlike eBay auctions bidders don't tend to swoop in at the last minute. Indeed, Zacks isn't saying "buy this because the price will go higher". Yes, MLNM is currently priced a bit south of $25, but that's because there is really a difference of getting $25 when the deal closes versus getting money today. The gap prices in the transactional costs, the time value of getting (or giving) money now, and the tiny risk the deal won't go through -- but Zacks doesn't comment on any of those. Nope, according to them you should buy because MLNM might have good news!

It should be noted that Zacks in Feb called MLNM a buy with a target of $18. Either they got lucky or they really can pick. However, nowhere do they explain how the calculations really changed between then and now -- supposedly they plugged new numbers in and got a new value. But which numbers changed & why? No talk there.

Thursday, April 17, 2008

Scrambling E.coli

On a more scientific and interesting note, a new paper in Nature reports on what happens to E.coli if you mess with its regulatory network in a big way. Not only is the paper interesting, but fellow blogger Pedro Beltrao is one of the authors.

The paper takes various promoters and various transcriptional regulators and reassorts which are attached to which. Nearly 600 such combinations were constructed in wild-type E.coli, meaning that the same regulator was also present in its normal regulatory context. The regulators tested also had GFP downstream, so fluorescence could be used to get a rough guide to the level of transcription in the construct.

It is perhaps surprising that most such rewirings are viable; only a few couldn't be built. But, all sorts of perturbations in growth patterns were observed. Some were even more fit than wild type.

Bacteria generally appear to be genetic carpet sweepers, taking in all sorts of genes & trying them out. While most of those genes will be structural, some will be regulators which may bind to existing regulatory motifs (or random motifs in promoters) and activate those genes. Perhaps it is not surprising that E.coli can tolerate many rewirings, as such rewirings must frequently occur naturally -- and activators are often located near the potentially useful genes they activate. If you get the good stuff, you are likely to import an activator, so its useful to be able to adjust to it.

Death, Taxes & Shareholder Lawsuits

With depressing predictability, the Takeda purchase offer of Millennium has been followed by the filing of a shareholder lawsuit claiming that the MLNM Board of Directors has breached their fiduciary duty.

It is hard not to see this as anything other than a shakedown attempt, figuring that the companies would rather pay to see it go away. Or even more unscrupulous, somebody being conned into suing to provide a revenue stream & publicity for some shady lawyers. Or perhaps a bit of both.

Such a suit ignores the fact that Takeda is buying MLNM for a 50% premium over the previous days price. That price was lower than the recent peak, but not by much -- the Takeda offer represents about a 30% premium over the highest price in many years -- indeed, it was 6 years ago it was so high. So, MLNM was hardly sold cheap.

Of course, there are three other ways the suit could claim merit: either MLNM sat on some explosive positive information, the market was persistantly undervaluing MLNM by a lot, or MLNM directors colluded with Takeda. All highly unlikely.

Such suits are all too commonplace. They simultaneously demean & clog the legal system. Real corporate malfeasance does occur, but this ain't it.

Friday, April 11, 2008

The Day AFter

Okay, a day of reflection, buzz -- and two articles in the Boston Globe on the Millennium buyout. One leads from the front page & is a pretty neutral news item. But in the business section is a second piece that works on the theme that genomics was overhyped and has under-delivered. And who hyped it? "Nobody did more to raise those unrealistic expectations than Mark J. Levin"

Oh, really? Okay, I'll confess to not being a neutral bystander. I like Mark. He inspires you. He's also down-to-earth. He's genuine. And yes, he did tout genomics in general and Millennium in particular. But William Haseltine at HGS and Randy Scott at Incyte were hardly shrinking violets. J.C. Venter would never be confused with J.D. Salinger when it came to media access. Drs. Collins, Hood & Lander were hardly silent.

The article is actually a strange mix. It actually starts out with some balance, with an academic commenting how much genomics has forever altered basic biology. There are blurbs from Steve Holtzman (credited in the article as being a key architect of Millennium's business strategy) and Nick Galakatos (whose MLNM employment goes unmentioned), both sobered up but still convinced (as I am) that genomics continues to make an impact on medicine.

The article also repeats the canard about Millennium's drugs not being from genomics. Yes, the two marketed cancer drugs (Velcade & Campath) have very little to credit to genomics (not that we didn't try with Velcade!). On the other hand, unremarked is the pipeline of compounds that Takeda is presumably paying a lot for -- most if not all of those have some genomics heritage, though it is fair to say none of them can only trace back. That's the complexity ignored in articles such as this: genomics has perhaps failed to revolutionize drug discovery, but it has certain become many of the threads in the warp & woof of the drug discovery loom.

The other question that goes unasked is who exactly collaborated in hyping genomics? Hint: remove the silent 'e' & you get Glob. During Millennium's rise the Globe was remarkably charitable to Millennium, with many glowing pieces & routine coverage of every little deal on the front page of the business section. Only well after the genomics bubble burst did that cozy relationship noticeably cool, and indeed through stories such as the failed AnorMed acquisition attempt it seemed to be gone. Perhaps we in the genomics companies were hawking moonshine & snake oil, but the Globe certainly wasn't digging under then. Now, of course, they feel the need to bend over backwards the other way.

Thursday, April 10, 2008

Sayonara Millennium?

Boy, if today's news can't break me out of my blogging neglect, then nothing can. Japanese pharma Takeda is buying my old shop for a 50% premium, putting MLNM's share price to a level it hasn't seen since before the Cor merger mistake & market cap at a level unseen since the genomics bubble.

Reports are still coming in, but apparently Takeda is really buying the company -- it is not a raid for the pipeline assets but an attempt to get more or less the whole enchilada. Retention plans are rumored to be in place & it's claimed Dunsire will be staying on. On the other hand, time will tell if Sidney Street will soon feel like a tepanaki table (at least I got the cuisine right this time!) with the chef twirling a large cleaver. A lot of the key folks from Cor were supposed to drive MLNM forward, but they pretty much all bailed after a while.

Management always wanted to get a Japanese deal going, but nothing ever seemed to go beyond secretive hints. Finally, it comes in and it is the ultimate deal.

Many thoughts spring to mind, and perhaps I'll try to cover some later. But in particular, was this the result of a deliberate selling attempt or just some talks that blossomed? Two years ago MLNM refused to sell to an unnamed suitor (though one friend of mine joked about it with a lawyer at a local biotech & decided he'd love to play poker with the lawyer, given the size of the 'tell'); this time Takeda was apparently welcomed with open arms. It will be interesting to see what the merger materials say about the timeline of the deal.

Another key question is how tightly will Takeda attempt to integrate with Millennium? MLNM isn't the same loose place it was when the CEO dressed in drag every October (and just before I got there the high jinx bordered on Animal House), but it still had a soupcon of a laid back atmosphere. Last time I was in the lobby there was a display of each year's T-shirt; not your usual corporate display. I haven't had much dealing with Japanese companies, but this certainly doesn't fit the stereotype. Perhaps Takeda will see the wisdom in a largely hands-off approach, much like Warren Buffett does with his acquisitions -- the parent company funds the subsidiaries but otherwise just acts like a typical board member (though with Buffett, that's still a bit activist). Notable Buffett companies include a prominent local furniture store (where you can go to the movies or try to get free furniture if the Sox sweep the Series again) and the one insurance company unafraid to admit to a reptilian quality.

On the other hand, in theory the greatest value comes from integrating -- cross synergies, reduced duplicative effort, etc. My skepticism of such an approach scales with the distance both physical & cultural, so I doubt it would work. I've recently heard from a former colleague now in a large multi-national pharma how badly its integrated, and it's a company which has had years to do so & common language and nationality.

In any case, I'm sure the weekly sushi day in the cafe will be more popular than ever.

Thursday, March 20, 2008

Do you prefer tomatoes or tomatomatoes?

My print version of Science showed up and the cover looks more like some foodie rag. I guessed wrong at first that they were peppers -- right family, wrong fruit. Nope, they are tomatoes.

I like growing tomatoes, though end-of-season output far outpaces my ability to consume them. It's fun growing different varieties, as there are so many different shapes, colors, sizes and flavors. Of course, all of the yard grown ones whip the store cardboard versions. On the other hand, it's hard to grow them around here this time of year -- though I once did have a rampant cherry tomato plant in the tearoom at Harvard (with bunsen burner supports & such staking it up!), though I didn't get any tomatoes until it dawned on me that I needed to play honeybee for the blossoms. When I interviewed at Millennium, someone had a tomato plant growing in the sequencing area (I'm sure the lab safety folks wouldn't let that happen any more!).

Anyway, the Science cover is for an interesting paper showing that a local gene duplication led to elongation of the fruit in one variety. Longer genes, longer fruit! The duplication is recent and was triggered by a retrotransposon, which altered the transcriptional environment around the gene. Cool!

Thursday, February 21, 2008

History better learned late than never

I've always been interested in history, and the history of science is no exception. I thought I knew a bit about the history of DNA sequencing, so it was a bit of a rude surprise to read the obituaries on Wed for Dr. Ray Wu and discover that he had published one of the first DNA sequencing methods, a method that is credited with being the forerunner of Sanger sequencing. I was totally unaware of this history.
Sadly, the Wikipedia article on DNA sequencing doesn't cover this at all.

A bit of Medline hunting, aided by Dr. Wu's page at Cornell, found a few articles in PubMed, most sans abstracts and few with full text (Somebody PLEASE arrange legally to get classic J Mol Biol as free full text!). Luckily there are a few papers -- this NAR paper and an earlier PNAS one. If I'm reading it correctly, then it involved 2D analysis of digestion maps, which I had heard of so perhaps my historical knowledge isn't totally deficient.

The one question that occurs is why didn't Dr. Wu stay in the DNA sequencing business. I wonder if he left any thoughts -- was it just not interesting enough or did Sanger & Gilbert just jump ahead so he felt like it wasn't the right place to be. Whatever his reasons it can't really be criticized -- Wu had quite a publication record and appeared to be active essentially to the end of his life. It would just be interesting to understand why he took the direction he did.

Friday, February 01, 2008

Microsoft's irritating limits

Okay, it’s really time to face facts – there’s no avoiding the issue. I am a creature of habit, but the good ones tend to wax and wane with a rarely changing backdrop of the bad ones. Posting regularly to this forum was a good habit, but one which has been scarcely seen for a while.

For the explanations, you can round up the usual suspects. Work pressures. Holiday madness. Routines once disturbed being hard to reform. But in the end, those are just excuses which must be actively combated. Or perhaps it is a lack of passion? And how can passion be rekindled? What will put a new burr in the saddle – well (to badly mix metaphors), perhaps something to get the blood boiling: a good old-fashioned screed.

Now, there are whole websites devoted to griping about Microsoft. Perhaps everything I say has been said before. And, perhaps it is all obsolete carping – for reasons good and perhaps not-so-good I’m still using the previous version of Office. But, given that most of these problems have persisted through so many versions during a decade-and-a-half, I’m not optimistic.

Now, I’ve picked a very broad target. Easy to hit. Like an archer trying to hit the ocean with an arrow while standing in the foam. But I’ll try to focus.

I could gripe almost endlessly about Bill’s Army’s graphical choices. How poor contrast, cluttered charts are the defaults. I won’t (today, at least) go into that, but suffice to say it would be unhealthy for everyone concerned if I were to be trapped in an elevator with the Excel Charts programming team.

No, today I won’t focus on cluttered vision but on a limited vision, when Microsoft has a good idea but then shackles it bizarrely. When it gives the user choices, but insists on giving them very few.

Excel is a workhorse for myself and my colleagues as a data organization, filtering & delivery tool. This has been a habit acquired way back in graduate school and carried through many iterations. I often gravitate towards Excel for taking structured notes, with it’s relentless row-and-column layout forcing useful order. It’s also easy to take those tables and move them into other programs, and in my current post I’ve discovered Excel’s facility for slurping data out of relational databases. All great stuff.

Now, once you’ve got a mess of data in Excel you’d like to sort, filter & highlight it. Naturally, Excel can sort data, the handy Auto-Filter can filter it, and conditional formatting can highlight cells. But they are all broken in the same way: for reasons numerological or otherwise you can do any of these on only 3 criteria each. Sort on three columns. Have three different states to filter on format on.

Now, to pretend to be fair, with Auto-Filter that restriction is per-column, so in a many columned spreadsheet I can filter each column with three criteria -- except when it gives me only two - -I swear it happens, though I can’t remember when , as I’m usually too busy swearing. But, if you wish to see in your dining spreadsheet when you ate Thai, Italian, German or Fusion, you are out-of-luck.

A work-around, of course, is to compute columns with groupings. This can be useful, especially since you can’t save those filter settings for reuse later, but such columns quickly become a visual headache. A few can be useful, but in my hypothetical dining spreadsheet I really won’t want one column for every possible combination of cuisines!

The visual issue brings up another half-way measure: pane splitting. A useful way to deal with so many columns or rows is to split the panes horizontally or vertically (or often both) – but you can have only one split! So if I want to compare data in columns A,Q and BC, I’m out of luck – unless I copy columns or laboriously hide (and later unhide) the columns in between. One help is to make the top row or first column so it doesn’t scroll offscreen – except that blocks out pane splitting!

Now, somebody might be churlish enough to suggest that these limits are rationally chosen and have to do with tradeoffs. Hogwash! Spotfire has a spectacular interface for limiting a field all different ways, with different idioms for choosing (checkboxes, sliders, radio buttons). And if you are having problems with splitting too many ways not working well with various windowing components (such as scrollbars), it’s not like the company doesn’t have its paws in both areas.

A related class of shortcomings, but not quite in the same category, comes around Excel’s functions. If you want to add or count things conditional on some column, there are the COUNTIF and SUMIF functions. But what if I want a conditional AVERAGE? Well, that at least can be gotten from COUNTIF and SUMIF – but no such luck if I want QUARTILE or MEDIAN or STDEV such ways. Why isn’t there a function APPLYIF?

Similarly, I’ve recently gotten hooked on Pivot Tables, which are handy for summarizing data. Basically, a Pivot Table can give you summary statistics on some cross-reference of fields in rows – for example, I could easily see in my eating out spreadsheet the sums of cuisines versus the months of the year. Naturally, these statistics include sum, count, average, stdev, min, mean – but no MEDIAN or QUARTILE . Aargh!

Alas, for the moment I must let my blood boil. When in a company environment, there is an advantage to having a lingua franca, even if it is a flawed one. Plus, what alternative do I have? Perhaps some of this is better in OpenOffice, but I’m not optimistic – my previous experience (though at least a year old) with OO was that it generally aped Microsoft’s flaws & introduced some new ones. Yeah, with more time and energy I could fix that myself, given that it’s open source, but wasn’t the limits of personal time and energy how I opened this article?

Thursday, January 17, 2008

Portrait of a scientist

Judah Folkman's passing this week was a sad event. I got to hear the great man speak -- at Millennium's spectacular internal seminar series 'Innovators in Medicine' -- and he was great -- inspiring, friendly, insightful. He will be missed.

Folkman was well known for having enduring brutal ridicule around his angiogenesis hypothesis. In his talk, he mentioned that he kept a room at his lab wallpapered with the years of rejection notices for grant applications and journal submission, using it to remind his students and staff that such difficulties could be overcome. One of the obits even published the crack that angiogenic factors exist 'only in the mind of the principal investigator'.

It was good to see the Globe reprint, although buried inside a section (the lead on the obituary did make the bottom of the front page) a wonderful portrait of Folkman. I don't know how long the article will remain free, but a smaller image shows up with the search. Folkman is shown framed by a lab bench with a face mixing weariness and thought. He did have quite a face! Not a movie star face, but one rich in features and details.

It isn't easy to think of good scientific portraits. Most departmental shots are straight formal shots, if not near mugshots. A few sterotyped poses predominate: for example, googling on Folkman yields some standards: hand on chin thoughtful, looking up from a microscope, teaching in front of a blackboard, listening to a colleague.

One classic is the shot of Watson & Crick with their model, though the photographer had Crick point with a slide rule, a tool utterly alien to the work. Any favorites out there? What are the best photos which illustrate the character and nature of a scientist?

Tuesday, January 15, 2008

Watching the returns

I'm probably going to stay up later than I should tonight watching the returns. Yep, I'm a junkie for the stuff -- it's just so exciting seeing history being made. The multitude have spoken, and now it is just time to watch.

However, I don't mean paying attention to my ex-governor and former first lady in a bipartite Midwestern state. I was a serious political junkie as a youth, but that has cooled -- not that it isn't important. No, these are the really important returns: new sequence data.

I've been involved with one project here for a long time, with a leading role. The project has been interesting -- as in the bittersweet toast "May you live in interesting times". Ups & downs, trials & tribulations, lights at the ends of tunnels that turned out to be oncoming freights. All sorts of traps I laid for myself & walked into.

But now, after all that, the thing is actually WORKING! Well, maybe. 'Cause the proof is in the pudding, and the pudding is made of BigDye. In Sanger we trust.

So, I have my little database query set up & every so often I ping for an update. Now, the great sequencing system runs autonomously & in batches, and I don't have the wherewithal from home to see where each of my precious plates is in the stacker (the only sure way is to examine the apparatus & we don't have a webcam installed), so an element of suspense is present. I know how many reads were called up for each clone, so I'll know when it's done.

So I sit here, trying to resist pinging again. It's unlikely that another plate has loaded & processed since the last ping. Just hold out one more minute. NOW! Nope, no new data. I can wait. Sure I can. Just another minute...

Thursday, December 27, 2007

A Vertex by the sea?

If one thinks like a builder, it is not difficult to scan the prime biotech zone in Cambridge and see it full at some point. I remember bicycling to the Harvard Medical School in the 90's past an empty zone with just a couple of lone buildings; those buildings are now thickly surrounded, save some parkland. There are still some parking lots that might be made over, but in general there isn't a lot of free space left. Some single-story buildings might go (someone must be eyeing the boarded up saloon up the street from Novartis, but not those close to residential land -- which is a lot of them -- and there isn't much room up. Between a general Cantabrigian disdain for high rises & fire department restrictions on where labs can go, up is not a great option for biotech.

Throughout the zone there are also other uses for what space there is. MIT owns much of the land, and must be wondering whether it will be hemmed in. Urban planning has shifted away towards favoring a variety of uses, and so some of the new development in the zone has gone to residences, hotels & shops -- a good thing, too! Hopefully ways will be found to preserve some of the grittier older businesses, the car repair shops & such that are so convenient. But space must be found, or the biotech industry will stagnate.

There is a lot of open space to the far east, where once a large railroad yard sat in the netherlands between Cambridge and Charlestown. New buildings are springing up there & the developers have already advertised in biotech real estate sections.

However, others are thinking of a really big conceptual leap. In a Globe article before Christmas it was revealed that Vertex is contemplating moving their entire operation to new buildings to be constructed at Fan Pier. This is an area just off the center of Boston and on the waterfront, and which is in an area which is becoming a magnet for development. Better road connections, thanks to the Big Dig, a new transit line, a new federal courthouse, and the new convention center have led to other businesses, such as restaurants and hotels.

It's not hard to see the attraction of the place. Walkable to downtown Boston and a short walk to the transit hub (intercity & commuter train, bus, subway) at South Station. Within site (across the water, traversed by a tunnel) of the airport.

The obvious uses of this space were offices (particularly legal ones; the courthouse is next door) -- but biotech? I wouldn't have thought of it, but somebody did. It's a bold move, one to announce that Vertex has arrived as a FIPCO (Fully Integrated Pharmaceutical Company). The developer has already started acquiring permits around buildings suitable for lab space. And the location has other perks -- nearby Red Line access to the Harvard & MIT campuses, so it's almost like being in Cambridge. The new transit line doesn't yet go many places, but if a proposed tunnel is dug it could connect to the Longwood Hospitals area.

Despite all the hubbub in Cambridge, Boston itself doesn't host much biotech. I think there is some incubator-type space over in Charlestown and maybe some bits elsewhere, but mostly the main city plays a subsidiary role. Remote sites such as a derelict state hospital have sometimes been proposed, but nothing much has happened -- perhaps this could jump-start other unconventional locations for biotech in the Hub of the Universe.

Thursday, December 20, 2007

Getting my hands wet

My undergraduate days were full of laboratory work. I got involved in student research as an undergraduate, spent a xmemorable summer being unsuccessful at DNA sequencing, and enrolled in a new very laboratory-intensive program. Between my mishaps in my coursework & my mishaps in my independent work, eventually it was suggested (and I didn't need much convincing) that maybe I could combine my hobby of computer programming with my focus on biology in some useful way.

After that, labs were on the radar intermittently. My department at Harvard insisted I do one 'wet' rotation, and so I spent a very enjoyable spring in a fly lab, mostly sorting flies & mutagenizing some but also mapping some transposon insertions by in situ hybridization. I also was a teaching assistant, and one year that meant running lab sections. My committee once seemed on the verge of insisting I do some lab work & I started cooking up a suitable experiment involving in vivo footprinting of DNA binding factor sequence preferences, but nothing ever happened.

At Millennium I failed to follow up on a golden opportunity, one that I rue to this day. Soon after joining one of the senior Mass Spec guys invited me to consider spending some time learning the equipment. Now, I had used a 'toy' mass spec as a high school intern to find the leak in some high vacuum equipment (successfully, which led to figuring out that you-know-who had inadvertantly put it there!) -- the spec is built into the instrument & you run a Pasteur pipet hooked to a helium tank around all the suspect spots -- when you see the helium spike, you've found the leak. Plus, my father worked on electronics for a mass spec that got a one-way trip into the Jovian atmosphere, so I had an interest in the things. Alas, I never quite followed through.

Later, it was suggested & I had started making concrete plans to learn how to work the HTS screening robotics at Millennium. Those plans were being laid when I got the pink slip (alas, they don't actually print the letter on pink paper!).

So, it is with some pride I can report I actually did some lab work yesterday. After several polite invitations from our headmistress of sequencing, I spent a bit of time observing & doing some 'scut work' -- having asked for as much as they dared give me. I labeled plates, recored them into the Laboratory Information Management System (LIMS) & later helped load & unload the robot preparing them. I sealed the plates (with a polite admonition that I was being too gentle with the roller). I also got to load the thermocyclers, select the right program & then unload them when done.

Not exactly the solo conquering of megabases that my imagination whipped up, but still very informative. You don't just pour DNA in one end of the sequencer and get data out the wires at the other end; there's a lot of manual tracking & care involved, even in a highly automated modern sequencing laboratory. It actually turns out that the process I observed will be upended in the near future for a much less hands-on, much higher throughput one. And, I couldn't help thinking of the various next-gen technologies, where you just do away with all those 96 or 384 well plates & instead run much larger numbers of sequencing reactions in a much smaller area.

It's all very different than when I was trying to use Sequenase, single channel pipettors, radioactive S35 & slab gels nineteen years ago. And one difference in particular relates to the title of this entry -- no water baths! You don't actually get your hands wet anymore -- nice dry thermocyclers do all the incubating instead.

Monday, December 17, 2007

The Nine Circles of Basel

Human society has long had a fascination with large human enterprises. Complex governmental systems, with ministers and sub-ministers, seem to appear in the literature of each civilization (at least the few I have sampled). Confucius's Analects are largely about how to properly govern. Those nine rings of Dante's Inferno don't just run themselves, but clearly have a hierarchy of devils managing them. Throughout history, churches, governments and the military have had organized systems of managers and sub-managers. While these are often the bane of our existence, we do occasionally get such joys as the novel Catch-22 or the movie Brazil -- and the terrors of 1984. (Does some professor somewhere teach a course in the Literature of Bureaucracy?)

According to the few sources I have read, modern corporate bureaucracy can largely trace its origins to the boom of railroads in the mid-1800's. Railroads required organization, or at a minimum freight would rot in the wrong place and at worst expensive rolling stock would be destroyed in collisions (the loss of the passengers & crew being not much concern of the railroad barons). Many of the American railroads were run, particularly after the American Civil War, by men with strong military experience, and so organized structures grew. And grew. And grew.

The Wall Street Journal carries an item (which, as the one silver lining to the Murdoch takeover, is free) that a key focus of Novartis' announced job cuts is to eliminate bureaucracy. Dr. Vasella, the CEO, was shocked (shocked!) that a mid-level manager in one Novartis division had 6 levels of employees below him, and believes this is too many.

I used to joke at Millennium that I was routinely being demoted. This was obviously so, as the number of people between myself and Mark Levin kept growing. When I joined, around 250 employees, there were two people interposed, but at times it was at least four or five. I reported to a group leader, who reported to the informatics head, who reported to the technology head, who reported to the CSO, who reported to Mark. At various times the higher levels would shift, but like the beach which does the same it rarely changed my routine existence. We'd get invited to different meetings, my impertinent emails would irritate different superiors, but overall it took some digging to find the real changes -- and by the time you did, the next reorganization would be upon us.

Six levels at first glance seems like a lot. If each manager had 10 reports, then that's a million employees, right? Much more than the employment of Novartis (calculated from another report at around 100K. Vasella has apparently decreed that no division shall have more than six layers of reporting (hmm, with a few layers at HQ, that would be how many levels total? :-). Suffering from the sclerotic plaques of bureaucracy? Apply the statin of restructuring!

I'm no fan of bureaucracy -- I have a particular talent for botching official forms -- but I hope that Vasella & his staff think carefully about the unintended side-effects of such a crusade. Too many layers stifle innovation. But too few may have consequences as well.

My jaundiced history of corporate organization leaves out some of the other drivers of layers. Yes, 6 layers should be sufficient to support 1 million employees -- if each manager has precisely 10 reports. Even that many is too many for some Human Resource experts' tastes, but more importantly sometimes a manager should have fewer. Someone might be a great manager of three but horrible at seven. Or you do really need 3 mass spectroscopists managed by one senior one -- but that's it. Also, some layers of management are a way to train & retain valued employees.

At first thought, the main danger of a blanket edict is that the organization will adjusted to fit the management dictum, not the other way round. Procrustes as organizational expert. While that is certainly not a foreign mode of operation for large companies, it is hardly what you want to encourage! Second, the organization will be stifled in new ways: sorry, we can't enlarge this successful organization without blowing it up, as we've hit our depth chart limit. Furthermore, the asterisks are likely to start rolling out -- and with them additional warpings of the original goal. Summer interns -- they don't count. Full-time contractors -- nah. Outsourcing -- well, of course not! And as routes to avoid limits are found, they will be used -- whether they make overall sense or not.

Is there an alternative? It's hard to say. Like most management mantras this paring, if applied judiciously, might be a good thing. Loosening up rules to minimize how far purchasing requests must percolate upwards are good. Identifying where additional layers are not adding expertise but only inertia is good -- but inertia tends to be in the eye of the beholder (or perhaps, bestopper). Legal requires such as Sarbane-Oxley don't exactly encourage a free hand either -- the shareholders like to know how you're spending their money, and if not them then Capitol Hill.

Of course, one solution is to work in a very small company. Then there can't be too many layers between you and the top, unless the company has a completely linear organizational structure! That's not to say that small companies don't face the same human & informational challenges or solve them easily, but too many layers of managers tends to be low on the worry list.

Thursday, December 13, 2007

Corporate DNA

Hsien-Hsien is frequently asking 'What's in your DNA?', and a correspondent of mine recently pointed out that "it's in our DNA" is becoming a bit of a corporate cliche. Indeed, there is at least one TV advertising campaign on those lines, though the ad writers would be disappointed to find out I can't name the company.

Now, I'm not always responsive to suggestions for blog posts, but since the writer shares both my mitochondrial & Y-chromosome genotypes, I was more easily swayed.

The question posed is this: what do companies asking this really mean, or more specifically what might it mean that they don't intend (very Dilbert-esque). Presumably they are trying to make a statement about deeply embedded values, but what does it really mean to have something in your DNA? For example, do they mean to imply:

  • A lot of our company is unfathomable to the human mind

  • There's a lot of redundancy here

  • Often we often repeat ourselves often repeatedly, often repeating repetitiously.

  • We retain bits of those who invade our corporate DNA, though with not much rhyme or reason

  • A lot of pieces of the organization resemble decayed portions of other pieces of our organization

  • Some pieces of our organization are non-functional, though they closely resemble functional pieces of related organizations

  • Most of our organization has no immediate impact on routine operations, or emergency ones

  • Most of our organization has no immediate obvious purpose, if any

  • Our corporate practices are not the best designable, but rather reflect an accumulation of historical accidents



Now, many of these statements may well be true about a given company, but is that what you really want to project?

What's in my company's DNA? Well, that's easy -- it's what the customer ordered! :-)

Monday, December 03, 2007

What Cell Is This, Who Laid To Rest?

With the holiday season upon us, I break out my seasonal music. So it is only fitting while I ponder various versions of Greensleeves that the NIH is finally starting to lay down the lay about the identity of cell cultures.

Cell cultures are great, but the problem is most of the cells pretty much look the same -- especially when growing in a culture dish. Now, I'm sure folks expert in the field will say they can distinguish many of them even without a microscope, but the fact remains that errors have frequently occurred and more than a few published studies are wrong because their cell culture wasn't what they thought it was. At my previous posting we burned a lot of effort on one large dataset that turned out to be useless for just this reason.

The prod in this case was an open letter by a number of researchers, and the response will apparently be to encourage referees to downgrade grant proposals and such which do not authenticate their cultures. 'bout time.

At Millennium we had licensed the Ingenuity database, which is a spectacular collection of biomedical facts culled from the primary literature (spectacular, but neither perfectly correct nor comprehensive, but amazing nonetheless). When gearing up for a big experiment on cell line X, we might try to pull all the knowledge of the database derived from experiments on cell line X -- the level of detail which Ingenuity provides. Of course, some of these would be contradictory -- and I found other cases where two published experiments were claimed to be precisely the same, but with very different results. The letter cites estimates that 20% of cell cultures are the wrong thing, which might explain a few of these.

Particularly in cancer research, this lack of a critical control is downright stupid. Nowadays, a somewhat pricey but powerful cell typing method are SNP chips. These will clearly disambiguate mouse from human (you won't get much signal if from the wrong species!), but can also probe deletions & copy number variation (though not balanced translocations). Given that most tumor cell lines are pretty fouled up in the DNA operations & maintenance department, expecting these cell lines to be stable is pretty unreasonable. Particularly if the experimenter is deliberately selecting for something (such as adherent growth, or growth in the absence of specific factors, or such), checking for major changes just makes sense -- and will also catch sneaky invaders who might take over such a culture.

Science published a good news article on the topic last winter -- alas, it will require subscription access.

Sunday, December 02, 2007

Metastasis research deficit?

The Boston Globe had an article starting on the front page (briefly free, then will require $$) titled 'Critics blast slow progress on cancer: Say costly drugs do little to extend lives'. As with most newspaper articles the piece is short on hard data and longer on quotes. The most data-rich element is a graphic on the front page comparing 5-year survival rates for isolated vs. metastatic cancers (colon 89.8% vs. 10.3%; prostate: 100% vs. 11.9%; lung: 49.1% vs 3.0% & breast: 98.0% vs. 26.7%).

Two data items of interest that are here. First, an author who is "writing a book on the 'dysfunctional' cancer research industry' claims that 0.5% of federal research dollars have gone to studies of metastasis. The other is that 92% of cancer drugs entering human testing fail to make it to market.

If that 0.5% number is correct, it is most unfortunate. Early detection is great, but there needs to more focus on preventing metastases and treating them once they occur. There is a quote from Judah Folkman that some promising initial results have been seen using angiogenesis inhibitors to prevent metastasis, but they are clearly very small studies.

A key point that the article hammers on is that cancer researchers have constantly been promising that cures were around the corner, and yet that hasn't been realized. It cites the 36-year war on cancer, which was promoted as ending cancer by the bicentennial in 1976. More recently, now FDA commissioner Andrew von Eschenbach was proposing eradicating cancer by 2015.

What the article fails to explore is that we can't really know if we are about to have a sharp turnaround. As the article states, the long term survival mark is 5 years -- which means we won't know if the new drugs of 2007 had a real impact until pretty close to 2012. It also fails to explore the idea that extending lives by 'a few months' may be the initial signal, but that further optimization may extend that -- or that drugs are initially tested in desparately ill populations, where the deck may be highly stacked in the tumor's favor. In earlier patient populations, more notable gains may be practical.

Personally, I think that proposing to eradicate cancer by some time in the very near future is a recipe for disaster: again, given that 5-year survival is the key benchmark, eradicating cancer by 2015 would either mean (a) nearly perfect early detection [for cancers where that is nearly synonymous with a cure] and/or (b) eradicating cancer with the drugs in current late-stage testing, since only they could hit the clinics in a big way by 2010 so that 5-year survival could be measured by 2015. The former is just not realistic, and there's no great buzz from the industry that something is there to fulfill role b. Instead, researchers should set more reasonable expectations based on what is realistic. New tools for exploring cancer genomes & personalizing treatment will (IMHO) start making an impact -- but not for 5-10 years as they are tuned & troubleshot.

One other interesting note: amidst bemoaning flat U.S. government support for cancer research, it is noted that various patient-driven organizations are pumping money in or setting up key resources (such as a myeloma tissue bank set up by the Multiple Myeloma Research Foundation). What is interesting, and will hopefully continue, is some of these private organizations trying to invest in proposals that are kind of 'out there'. According to the article, the Komen foundation (breast cancer) has announced plans to invest $600M "to find wild ideas that will break the mold". That's some serious money, and if it is used to fund the 'unfundable' it will probably mean a lot of money going for failures -- and a few spectacular advances. If patients are impatient with research progress, funding what the establishment doesn't is a good way to express that frustration -- and maybe make a huge difference.