Downstream cancer variant reporting
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7.8 years ago
win ▴ 970

Hi all, My question is in a clinical context. Say I have done my NGS analysis and have come up with a list of variants some which are pathological, some non pathological and others of unknown significance. I have to now generate a report and I wanted to know some of the approaches that are taken for e.g. literature review, database queries etc so as to report the variants for counselling.

Thanks in advance.

ngs • 1.7k views
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I am assuming you are doing this as germline testing? The answers below assume this but there would be different answers if you were looking for somatic mutations in tumour testing for instance. So it would be good to be clear about the context you are doing clinical genomics in.

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7.8 years ago

Variant reporting is an evolving theme in the context of genomic medicine. Variant reporting is where all the bioinformatics and computational genomics are finally going to be visible at the point of care. Style and visual elements in variant reporting may vary between organizations and regulated by country-specific law related to genetics and genomics. There are multiple reporting strategies discussed by independent researchers and consortiums for variant interpretation (for example: see McArthur et.al and Shameer et.al) and reporting. However, I would recommend discussing with your clinician/genetic counseling team for the local consensus.

The report has three primary end-users(recipients): genetic counselor, care provider, and patient. Balancing the three arms are imperative in the context of precision. Dynamic reporting for different groups with various levels of information is another strategy, but often need more resource, dedicated curation team, etc. These reports are bound to have different impressions for patients from different cultural backgrounds and socio-economic regions - we should be inclusive and think of it as a team effort than just creating an output file.

If you are delivering the results with the help of a genetic counselor, your report should adhere to American College of Medical Genetics ACMG and Association for Molecular Pathology (AMP) guidelines (in the United States). Here is a link to their recent official report. They provide examples, tools, and strategies to make report concise yet accessible to all three types of recipients. These guidelines are to change periodically; variant-associations can also evolve over time - please ensure you have iterative mechanisms to re-annotate and provide the latest report at the point-of-care during patient visits.

For example:

  • Criteria for classifying pathogenic variants
  • Criteria for classifying benign variants
  • Rules for combining criteria to classify sequence variants

As per the consensus: A variant of uncertain significance should not be used in clinical decision making. The rationale here is, if we don't know the biological or clinical effect, reporting the variant to physicians or patients is not beneficial.

Providing literature support or other evidence could be based on resources available in your hospital/health system. I have integrated genetic variant reports with resources like GHR, OMIM, MedlinePlus to describe clinical phenotypes. For literature reference, we have often cited the latest paper with largest sample size and replication in >2 studies. I would recommend to keep the literature section current and minimal with direct links to PubMed or PubMed Central. You can also integrate custom (Ask Mayo Expert) or commercial healthcare information resource (UpToDate) as part of your reports. Please ensure that your recipients have access to such information and the link-outs are certified by hon-code or other healthcare information reliability indicators.

If you need some inspiration, please take a look at the report we have created for MI-GENES clinical genomics trial. If you adopt this model, please feel free to cite our work.

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Ah I was waiting for the expert to answer this question. Great comprehensive answer for the OP. I cited one of your work but was thinking to cite more but then nothing beats the experts answer with more targeted answer with great clarity. Thanks for taking it over.

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Thanks, Chris, I like your answer! I would say we are all in this together - let's learn from each other.

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Excellent answer, very comprehensive.

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Thanks, this is excellent.

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7.8 years ago
Denise CS ★ 5.2k

I'd recommend having a look at the online courses from the Genomics Education Programme, check this summary on Interpretation of genomic data and Andrew and Ury's paper on Storing and interpreting genomic information in widely deployed electronic health record systems. And at last but not least, check a previous post here on annotation of genetic variants discovered in the lab.

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Denise, thanks. Very helpful, as I asked in the following reply, how much does primary literature review weight into this?

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Please check @Khader Shameer's reply for the advice on literature review. As he said "For literature reference, we have often cited the latest paper with largest sample size and replication in >2 studies. I would recommend to keep the literature section current and minimal with direct links to PubMed or PubMed Central. You can also integrate custom (Ask Mayo Expert) or commercial healthcare information resource (UpToDate) as part of your reports. Please ensure that your recipients have access to such information and the link-outs are certified by hon-code or other healthcare information reliability indicators."

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7.8 years ago
ivivek_ngs ★ 5.2k

There are various ways of how one can report the various outputs of NGS reports in clinical context. Apart from what @Denise - Open Targets said which is very apt, I would add the following links which can serve of relevant importance for you to start with. Here is a link for a company which does such kind of work. It is an Agilent company. Few things for the report to have :

  1. Easily accessible web portal with one click for layman users to have visualizations and reference to disease relevance as well as pictorial representations of the same with population data and what relevant disease types can be associated with the variations.
  2. I personally believe if dietary or nutritive associations can also be adjusted in the report it will serve a great instance for the patients to correlate variations with lifestyle. I am a bit ambitious here but can be done. Take a look at both the links here and here
  3. Finally addition of drug inhibitors that are already present and make an association of variants to the various inhibitors can also be done.
  4. In any case you have to use Clinvar/CiVIC/HGMD professional to make the clinical associations. And then some relevant drug database that is already being used in clinical context. So check for that.
  5. Here is a publication that has a genome report which you can see for reference and can add up more to your relevance to make the report more approachable and informative. Another thing is to see how 23andme makes a report which can also serve as a starting point for you.

This is what I can say as of now. I hope others add more. Good luck!

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Thank you, this is very helpful. How much does primary literature review weigh into this process?

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can you be a bit more clear about what you intend to mean by primary literature review here? The more things are published and peer cited or reviewed means they have been used. Often things in the field are also heavily blogged so should keep a tab on that as well. In any case if you can clear your query I can say better. Thanks

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7.8 years ago
win ▴ 970

How much does primary literature review weigh into this process?

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