Sunday, April 29, 2018

POTENTIALLY A REALLY BIG DEAL


Linda a long time ago

Okay, to optimally appreciate this blurb, you may need  to be reminded of the meaning of three terms
:
                Sensitivity:  The ability of a test to detect a medical condition, expressed as a percentage.
 
                Specificity: The ability of a test to determine that the condition does not exist, also a percentage.

OS:  Overall survival:  The fraction of people still alive at some time in the future,usually measured from time of diagnosis.

So, if the sensitivity of a test is 90%, it follows that 10% of the patients identified by the test will be “false positives”.  The rest have the disease.  Similarly, a specificity of 90% indicates that the test missed 10% 0f the patients who have the disease.  These are called “false negatives”.  Clearly, the higher the better, on both scores.  Tests with sensitivities and specificities of 50% or less probably aren’t worth doing.

Note that OS (overall survival) depends partly on how early a condition is detected.  If a condition is completely incurable, earlier detection will increase OS without affection the ultimate outcome at all.

So, here is a new blood-based cancer test that shows great promise.  Read about it.


Since most of you WON’T read about it, here are some highlights.

The primary author is Joshua Cohen, from Johns Hopkins University (he has 41 co-authors, from almost as many labs!).  This mass of research talent has designed a blood-based assay that looks at 16 genes (you recall that cancers will shed fragments into the blood stream, right?) as well as eight proteins known to be associated with various cancers (CA-125, for instance).  Then, in a happy marriage of biology and computer science they used something called “supervised machine learning” to evaluate and extend the usefulness of their predictive algorithm, which they call cancerSEEK.  Input data came from 1005 patients known to have cancer from clinical evaluation.  The cancers screened for were ovarian, liver, stomach, breast, esophagus, lung, pancreas, and colorectal.  Median sensitivity across the board was 70% (98% for ovarian!), and overall specificity was 98%.  This, boys and girls, is damned good news!  But, inevitably – much more work needs to be done.  Five to ten years, says Dr. Cohen.

This paper appeared in Science – which validates my opinion that this is a big deal.  If you want to study the original paper, for a PDF click on

https://www.breastcarenetwork.com/wp-content/uploads/2018/01/Cohen-et-al-Science.pdf

In the PDF the authors estimate the cost of a cancerSEEK  run at $500.  That’s a lot, if applied to the entire population systematically and repeatedly.  Almost surely advancing technology will bring the price down, at least a little.  And, if we were able to stop building aircraft carriers and nuclear missiles, maybe we could swing it.  Let us fervently hope so.







2 comments:

  1. I doubt if you can make that second web address work. If you really want to read the PDF (it isn’t that tough going, really) do the following:
    1) Get up Google Scholar
    2) Type in Joshua Cohen. There are two.
    3) The one you want works at Johns Hopkins. Click on him.
    4) In the upper left corner, indicate you want papers published in 2018
    5) A list will come up. Find the one that starts “Detection and localization….”
    6) To the right of that entry you will see a PDF button. Click on it. If God loves you, you’ll be in
    7) The text runs to four pages, with several pages of illustrations. You will understand most of it.

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  2. More on this sort of detection, this time using a sample from a PAP smear:
    https://www.cancer.gov/news-events/cancer-currents-blog/2018/liquid-biopsy-screening-test-endometrial-ovarian?cid=eb_govdel

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