September 8, 2016

Theory and data

From the Herald (from the Daily Telegraph)

A revolutionary blood test, which acts like a smoke detector to spot cancer up to 10 years before symptoms appear, could be available within five years.

It looks like this is genuinely impressive research, and deserves its spot at the British Science Festival, but it’s harder to assess the realism of the claims. What do we actually know now? Well, less than we should, because the claim is based on a press release and interviews about unpublished research. However, earlier research by the same group is available, with a bit of detective work.

In a conference abstract published in February, they report what they were trying to do: measure mutations in a specific gene in red blood cells. As the Herald story says:

Scientists at Swansea University have discovered that mutations occur in red blood cells way before any signs of cancer are evident.

But it’s more than that. Mutations in red blood cells occur before cancer even exists — another reason this test is potentially useful is for studying low levels of mutations that would have a very low chance of leading to cancer, so that the risk of realistic doses of potential carcinogens can be assessed. Since the test picks up mutations in the absence of cancer, there’s justification for worrying about false positives.

In the February abstract they had used the test on 121 people, and were claiming five-times-higher mutation rates in people with cancer than healthy people. Now they have 300 people and are claiming ten-times-higher rates — one possible explanation is that they’ve made the test more selective somehow and so are picking up fewer uninteresting mutations.  In any case, progress. The earlier data didn’t look as if it could support a useful test; the new data might be able to.

We still don’t know about the false-positive rate — with 300 people tested, it’s too early to say.  The false-positive rate is important for another reason, though.  The Independent has another story, quoting the lead researcher

Professor Jenkins said they needed to find evidence that it would work for other cancers, but added it would be hard to imagine that it would not.

“It would be really difficult to think why it would only affect oesophageal cancer,” he said.

As he says, it’s hard to think why oesophageal cancer would be unique — though you might expect some cancers to be different. For example, in cervical cancer, the mutations are caused by a virus that only infects certain cell types, so it might not cause mutations that show up in red blood cells.  But if we assume many cancers show the same pattern of red blood cell mutations, assessing the usefulness of the test gets more difficult. Suppose a positive result means you’re going to get some type of cancer over the next ten years, but it could be almost any type. What would the next step be?

There’s another important point in the first sentence of the Herald story. It contains two numbers. One is bigger than the other.  As far as I can tell, this test is done on freshly-collected blood, and hasn’t been done on large numbers of healthy people yet. If the test is available within five years, it will, at best only come with reliable information for five years after testing.

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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 See all posts by Thomas Lumley »

Comments

  • avatar
    John Egan

    Very helpful Tom—thanks!

    8 years ago

  • avatar
    James MacDonald

    They are detecting mutations in cells that have no nucleus or mitochondria? That sounds like quite a trick!

    8 years ago

    • avatar
      Thomas Lumley

      They’re detecting mutations in the progenitor cells, which lead to missing sugar chains on the surface of the red blood cells, which are easily detected by flow cytometry. It’s a very neat idea.

      Because the mutations aren’t in the cells actually being tested, but in progenitor cells, you can get quantitative assessment of the number of mutations accumulating over a long period of time, and removing the cells for testing doesn’t affect the future populations of mutant cells.

      It helps that the gene is on the X chromosome, so it can be knocked out by a single mutation, and that the consequences of germ-line knockout of the gene are extremely severe, so essentially all healthy humans/mice have the normal version of the gene to start with.

      8 years ago

      • avatar
        Thomas Lumley

        Following up on the ‘X chromosome’ thing before anyone jumps in.

        Yes, women have two X chromosomes, but in any given cell one of them is turned off, so that a single mutation in the active copy in a progenitor cells for red blood cells will be detectable.

        8 years ago

      • avatar
        James MacDonald

        OK, fair enough. But it’s still very imprecise language, especially in the Lancet abstract.

        I suppose saying they detect underlying mutations with an antibody directed against cell membrane proteins is too boring and last century, when they can instead say ‘detect PIGA gene mutations’ which sounds more modern and exciting.

        But I’m not so sure it needs to be that mysterious. I would think the concept is cool enough to overcome the fact that it’s just a simple antibody binding test.

        8 years ago