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Gene Signature Work: The Polish Experience


July 19, 2008 - 9:23 am Email This Post Print This Post Dr. West Dr. West

   Continuing on the subject from my last post of gene signatures to predict clinical behavior, another ASCO presentation came from Poland (abstract here), with the goal of validating a couple of different kinds of gene signatures that have been presented before. One, from a group in Taiwan, was with just 5 genes and had been published in the New England Journal of Medicine (abstract here), while another with just 3 genes had been reported at a prior ASCO meeting (abstract here) by the same Polish group that was presenting this year. They had snap frozen tissue available from 142 patients in Poland, ranging in stage from IA to IV, although most were from earlier stage patients. They pooled results across all of the stages, though, which isn’t a very pure way to interpret the data.

   The first thing that they showed was that the three gene signature was able to discriminate a group with better vs. worse prognosis when both adenocarcinoma and squamous cell NSCLC patients were pooled together, but the five-gene signature showed a more modest difference that wasn’t statistically significant:

 Skrzypzki pooled histology

However, both gene signature approaches were able to do a better job when they were only trying to compare adenocarcinoma patients or squamous cell patients to each other:

Skrzypski OS by histol

   I was assigned the task of providing expert commentary on this abstract among several others in the setting of early stage NSCLC at ASCO. As I mention in my summary slide below, my feeling was that this microarray work does have some ability to discriminate better prognosis from worse prognosis patients, but the curves don’t separate so strikingly that I really think you could or should make treatment decisions, such as whether to recommend adjuvant chemotherapy, based on these results. Overall, it’s not clear to me that this technically challenging work is really better at discriminating high risk vs. low risk patients better than tumor grade, tumor uptake (SUV) on PET scan, or any of a number of other readily available factors. You can contrast the modestly separated curves above with the huge difference in outcomes between high risk and low risk groups defined by using a different approach I had previously described, the “metagene” approach pioneered at Duke (shown in slide below).

Gene signature summary

I also noted that the pooling of patient results from stage I all the way to stage IV was on the sloppy side.

   But the greatest limitations are from two issues. The first is that this work requires tissue to be collected and frozen at the time of surgery in a way that requires some extra time, equipment, and extra attention. Right now, only a few of the most research-oriented centers do this regularly, so it would require a change of practice. Secondly, there are currently a number of different gene signatures out there, each competing to become a useful tool, but none with a critical mass of data to support it. Thankfully, this work is about to enter into larger, multi-institutional trials, such as one being launched by the cancer cooperative research group CALGB that will attempt to use the Duke metagene model to refine which stage I patients should or should not receive adjuvant chemotherapy.  This work will be very important to see whether adequate tissue for analysis can be completed in the broader community and whether the very impressive results with gene signature approaches that we’ve seen in small single-institution studies can be replicated on a much larger scale.

Posted in: Gene Profiles/Molecular Signatures, Lung Cancer



  1. July 19, 2008 - 10:02 am

    Dr West.

    It looks more and more that specimen sampling is going to be needed as we head into the era of biomarkers. I just read the JCO article regarding the fish+ results in one of the erbitux trials. My question is if specimen extraction is hard to accomplish. Sooner or later that might be part of the make-up of a patients right from the get-go.

    jb

    jbogd1 jbogd1
  2. July 19, 2008 - 10:49 am

    I think we’re going to experience a sea change in how we collect tissue in lung cancer. Up until very recently, we’ve been often collecting just enough tissue to make a diagnosis of small cell vs. non-small cell lung cancer, without worrying about whether it’s squamous or adenocarcinoma or another subtype. That’s often translated to us often doing a fine needle aspiration, which may collect just a handful of cells. But now it seems like we will need far more tissue to really hone our treatment plans, to maximize safety by avoiding giving avastin to squamous cancer patients, and to determine which patients may do best with a particular chemo and/or targeted therapy. Much of that will just require that we collect more tissue, even just a core biopsy that is a larger needle than a fine needle aspiration, in the usual way. These gene signature approaches will require tissue to be frozen and maintained in a particular way, so it will take some convincing that it’s worth the effort to change practice so significantly. But I think that in 5 years we’ll be collecting far more tissue and using it routinely to guide far more treatment plans for lung cancer patients.

    -Dr. West

    Dr. West Dr. West
  3. July 19, 2008 - 5:34 pm

    jb,

    I didn’t answer your question. There are a few potential issues with collecting tissue. The first is the technical side of snap freezing tissue at the time of collecting the biopsy or doing the surgery, which is an extra step and isn’t rocket science but is still extra work, and most places don’t do it yet. The actual testing of the tissue for the gene signature is far more technical, but that’s something that would be done at specialty centers, not at the same hospital where each biopsy is obtained. The other issue is that tissue is often not very accessible, in the lung and requiring invasive procedures to obtain, with at least some small risk involved (it’s not like obtaining blood from a leukemia patient, for instance).

    But to get a sense of how limiting the issue of having adequate tissue is, the trial you mentioned is one in which 225 patients were enrolled, but only 44 have tissue analyzed for EGFR FISH status. And this on a clinical trial from largely academic centers, which are more likely to obtain good tissue samples than community-based centers. And FISH testing can be done on archived tissue that doesn’t require snap frozen tissue, which probably wouldn’t have been available for almost any of the patients in the 225 patient trial.

    -Dr. West

    Dr. West Dr. West
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