Posts written by Thomas Lumley (2645)

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Thomas Lumley (@tslumley) is Professor of Biostatistics at the University of Auckland. His research interests include semiparametric models, survey sampling, statistical computing, foundations of statistics, and whatever methodological problems his medical collaborators come up with. He also blogs at Biased and Inefficient

November 27, 2013

How statistics can help cure cancer

Well, one of the ways.

Professor Terry Speed, an Australian statistician and geneticist, who gave public lectures in New Zealand this year as the Royal Society of New Zealand’s Distinguished Speaker, recently won the (Australian) Prime Minister’s Science Prize.

BBC News Magazine has an interview with him.

November 26, 2013

Should recreational genotyping be illegal?

The US Food and Drug Administration has sent a letter to 23andme, one of the companies that will genotype you and provide lots of information from the sample, telling them to stop. It’s a tricky situation.

This product is a device within the meaning of section 201(h) of the FD&C Act, 21 U.S.C. 321(h), because it is intended for use in the diagnosis of disease or other conditions or in the cure, mitigation, treatment, or prevention of disease, or is intended to affect the structure or function of the body. For example, your company’s website at www.23andme.com/health  (most recently viewed on November 6, 2013) markets the PGS for providing “health reports on 254 diseases and conditions,” including categories such as “carrier status,” “health risks,” and “drug response,” and specifically as a “first step in prevention” that enables users to “take steps toward mitigating serious diseases” such as diabetes, coronary heart disease, and breast cancer. Most of the intended uses for PGS listed on your website, a list that has grown over time, are medical device uses under section 201(h) of the FD&C Act. Most of these uses have not been classified and thus require premarket approval or de novo classification, as FDA has explained to you on numerous occasions.

On the one hand, I can’t see any valid social interest in stopping people from knowing their genotypes if they want to. On the other hand, the FDA has a point about marketing.

They raise two isssues.  The first is that 23andme make lots of (fairly weakly supported) claims about the usefulness of the results in disease prevention. The second is that some of the genotype information is actually clinically relevant and that they have not demonstrated sufficient accuracy in their results. The first issue is essentially a misleading advertising problem; the second is a quality assurance problem.

There are two things that can go wrong with the clinically useful results. The first is simple error: the genotype assay could give the wrong result, or you could be given results from someone else’s sample. This should be low probability, but it’s important to know how low — 1 in a 1000 would definitely be too high.

The second issue is interpretation. Suppose you have a lot of family members with breast cancer, and you suspect a BRCA1 mutation is responsible. You might be relieved if you test negative, and think your risk isn’t especially high, but that’s only a reliable conclusion if your family’s cancer risk was actually due to a BRCA1 mutation, not to some other genetic risk factor.

 

Update: I should probably note that 23andme could fix what I think are the actual problems, but this wouldn’t necessarily satisify the FDA.  The FDA aren’t currently being unreasonable oppressive Luddite statist bureaucrats, but they’re probably happy to be to if that’s the option on offer.

Briefly

  • UK government “Behavioural Insights Team” wins a government innovation award for using randomisation to test more effective tax reminder letters.
  • David Spiegelhalter is Unhappy with the UK Press Complaints Commission
  • Crowdsourcing‘ gives fast, detailed interpretation of satellite images from Philippines, to provide information about typhoon damage.
  • XKCD

(not that bloggers are necessarily any better)

November 25, 2013

–ing Twitter map

Showing what can be done straightforwardly with online data, the site Fbomb.co (possibly NSFW) is a live map of tweets containing what the Broadcasting Standards Authority tells us is the 8th most unacceptable word for NZ.  Surprisingly, it was written by a Canadian.

fbomb

 

November 24, 2013

Measuring the right variable

superbowl

 

And, of course, New Zealand won the Rugby world cup, NZ or Australia will win the League world cup next weekend, and NZ was the only undefeated team in the last soccer World Cup, so Europe’s overall football credentials seem to be on shaky ground.  At least if you set up the comparison very, very carefully.

Generalisations of this approach to unsupported nutritional advertisting, surrogate outcomes in clinical trials, ranking of universities, and the claim that people with incomes below $110,000 collective pay no net income tax provide a lot of the work  for StatsChat.

(via Ben Atkinson on Twitter. I can’t identify the original source, but this version has the best punctuation.)

 

 

Blood alcohol change report

The detailed Ministry of Transport paper on changing the legal blood alcohol limit is now available.  There’s a story in Stuff, which is, if anything, unduly critical (an interesting change). It doesn’t mention the cost-benefit analysis, and implies a fines grab

Transport officials calculate nearly 20,000 people will be caught by the lower drink-driving limit – earning the Government $5 million extra in fines. 

which is a bit misleading since the report (paragraph 93) actually estimates a net increase in costs to the justice system of about $2 million in the first year and about half a million in subsequent years, ie, the fines don’t cover the costs of enforcing the change.

Basically, whether the change is a benefit or not depends on how much inconvenience and risk is caused to the average driver, the only major component that isn’t taken into account in the calculations.  If this is worth only 50c/month or so, the policy makes sense. If it’s worth a few dollars a month, not.

On the other hand, the policy is popular, and since most people should have a reasonable appreciation for how the change will affect them personally, that’s a more persuasive argument than it would ordinarily be.

November 23, 2013

Official statistics

Government statistics of an unusual kind, from CNTV, via Blood & Treasure

They’re local officials from remote Qingshuihe County in Xinjiang Uyghur Autonomous Region who don’t have time to even blink as they each count about 10,000 sheep a day. They’re here to make sure there’s never gridlock on the sheep highway through the river valley and the pastures aren’t grazed bald.

 

November 22, 2013

Briefly

November 21, 2013

Compared to whom?

The members of the Organisation for Economic Cooperation and Development (OECD) are a popular reference set when comparing NZ performance.  Or at least, they used to be. The OECD has expanded over the decades since it was formed, and not everyone’s referencing has kept up.

Yesterday, I wrote about imprisonment rates. Today, a (mostly good) Dominion Post editorial about sex education said

New Zealand has the third highest teen pregnancy rate among OECD countries.

In fact, the OECD said last year (their most recent report, PDF) that NZ has the ninth highest teen pregnancy rate among OECD countries:

oecd

It is third-highest among countries that joined the OECD before 1990, but that’s starting to look less like a natural comparison.

The other point the graph makes is that teenage pregnancy is less common than it used to be, essentially everywhere where there is data. The editorial argues that the internet has made alternatives to proper sex education worse than they used to be.  That’s a reasonable position on some important issues, but it clearly doesn’t apply to teen pregnancy, and it would be nice to see this admitted more often.

 

November 20, 2013

We’re not number two.

From Stuff

New Zealand had the second highest imprisonment rate in the world, with an overrepresentation and disproportionate rate of Maori prisoners. “This has attracted comment from the United Nations and overseas media.”

This is half right. There is certainly serious overrepresentation of Maori in the prison population. However, New Zealand doesn’t have the second highest imprisonment rate in the world. Or even in the OECD. And it’s not hard to find this out.

The Encyclopedia of New Zealand, Te Ara,  gives this graph, dated May 2011, for OECD countries, referencing the International Center for Prison Studies (PDF)

prison

Wikipedia has NZ in 74th place for all countries, referencing the same source, behind most of the Caribbean, much of the former Eastern Bloc, and Samoa. So, whether you’re going for easily accessible online references like Wikipedia and Te Ara or actual expert data curation, you get the same results.

New Zealand’s imprisonment rate is too high. I don’t see a good reason why it should be much higher than, say, Australia or the less wealthy Western European countries. But it’s not second in the world by any reasonable definition of “the world”.

(Update: Graeme Edgeler wrote about another airing of this recently, which I had thought I remembered, but couldn’t find when writing this.)