May 29, 2019
Science

Why is my Genomelink result inaccurate?

Your Genomelink result indicates the most likely outcome for the trait in question based solely on the raw data file you uploaded.
By
Tomohiro Takano

As you’re looking through your Genomelink Dashboard at your genetic trait results, you may think, “this one’s spot on” for some, or “that one’s not true” for some others. How could genetic information that is derived from your DNA -- your blueprint for life -- get some traits “right” while getting other traits “wrong?”

Let’s first examine what a Genomelink “result” means.

Your Genomelink result indicates the most likely outcome for the trait in question based solely on your genetics (ie. the raw DNA data file you uploaded from either AncestryDNA, 23andMe, or MyHeritage).

Specifically, from your raw data file, we identify your genotype for each of the SNPs relevant to the trait. We then calculate what your genotype combination should result in as an outcome for that trait.

Of course, intuitively, you know that your traits are not only determined by your genes, but also by the environment. Now that we have a basic understanding of how your results are calculated on Genomelink, read on to find out a list of possible reasons why your results may not reflect what you know to be true about yourself, categorized by whether they’re genetics-related or environment-related.


Factors that may influence how ‘accurate’ your results are

Genetics-related factors

  1. Genes are not the only influencers of your traits!!

Your traits are not only determined by your genes!

How much your genes influence each trait wildly varies based on the trait. For example, physical traits like hair color, hair texture, and tanning ability tend to be heavily influenced by your DNA. There’s not much you or your environment can do to change those traits.

On the other hand, traits like personality and intelligence traits are highly influenced by a number of factors not related to your DNA, like education, nutrition, lifestyle habits, effort, etc. For example, Cannabis Use (a personality trait), is only 11% genetically determined.

  1. Reliability of the study

The Genomelink database contains records of the various SNPs that influence each trait we have available. These “findings” -- which SNPs influence which trait and in what way -- are curated from research papers published by research universities and research institutes from around the world. (We try our best to keep this information up to date, even as new research papers are published daily.)

Because of this, your Genomelink results are only as “accurate” as the findings from these research studies.

Here are some factors that may influence the reliability of the research study findings.

  • Statistical significance of findings: How confidently can we claim that these findings are ‘true,’ and not due to random variability?
  • Sample population size: How many people participated in this study, for how long? Generally, the larger the number of participants, the more reliable the findings tend to be.
  • Findings replicated in other studies or not: If another independent research study produces the same finding in a different sample population, then that finding is replicated. Findings that are replicated are more reliable.
  • Meta-analysis or not: Meta-analysis studies look at the results of multiple research studies to see if they can draw any findings across the studies. Findings that are sustained in meta-analysis studies tend to be more reliable.

PSA: We label the reliability of every research study on a scale of 1 to 4 stars, 4 stars being the most reliable. Look out for this on each trait page under the ‘Reference’ section.

  1. Sample population of the study

Researchers usually recruit people of a certain ethnicity for their sample population in the study. Because you are more genetically similar to someone of your own ethnicity, findings drawn from a research study based on people of your own ethnicity tend to apply to you more accurately.

Historically, as most genetics research has been conducted in the US and the EU countries, up to 80% of all research to date have been done on Caucasian or "European" populations. Your Genomelink result indicates the most likely outcome for the trait in question based solely on your genetics (ie. the raw DNA data file you uploaded from either AncestryDNA, 23andMe, or MyHeritage). Fortunately, other countries are catching up quickly, so we can expect more diversity in genetics research going forward. That’ll contribute to a more robust Genomelink and similar services that may be helpful / more accurate for more people!

  1. We may not have identified all genes that contribute to the trait, and further, how these genes interact and affect each other

Here’s the truth about genetics research: we’ve only just gotten started in the past decade. It’s a very new field, dealing with very personal information, and there’s so much we still don’t know! For every single trait, there may be many SNPs in our DNA influencing it that have yet to be identified. The genome is so complex that this is a realistic possibility.

So as we identify more and more SNPs, we can come up with a more and more accurate estimation of what your DNA truly predisposes you to.

  1. The raw data file you uploaded may not contain certain SNPs

Each DNA test tests for a different combination of SNPs. So the SNPs contained in a AncestryDNA raw data file is different from the SNPs in a 23andMe raw data file. Depending on the genetic testing company you got your raw data from, you may be missing some SNPs we use to calculate your predisposition for a certain trait.


Environment-related factors

Listed below are some relevant environmental factors at work. Keep in mind that none of these factors are reflected in your Genomelink results because we’re only showing you what your DNA predisposes you to (and not what your trait actually is in real life)!

  1. Lifestyle

Nutrition and exercise fall under this category. Growing up, did you eat nutritious meals, get enough exercise, and socialize with people your age? All these lifestyle habits modify the expression of your genes and influence your personality, academic performance and your psychology.

The good news is, if you didn’t have good lifestyle habits, it’s never too late to start now. By becoming more health conscientious, and using your health information to modify and improve your lifestyle habits, you may be able to positively influence how your genes are expressed.

  1. Education and opportunities

Children of well-educated parents tend to be well-educated themselves. While there is a genetic component (check your Genomelink results!), the nurture aspect is also very important. For example, even if you have a lower ‘intelligence’ score, if you work hard and go through school -- you will have beat your genetic odds. Conversely, even if you were born ‘smart,’ if you don't work hard to develop your talent, you may never realize your smarts.

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Since Genomelink only calculates your trait results from your genetic data, it completely ignores the ‘nurture’ aspect of the nature vs. nurture debate.

So your Genomelink results are never meant to predict who you are, but rather, what your DNA predisposes you to.

DNA tests are becoming increasingly popular as a way to learn more about one's ancestry, family history, and health. Companies like Genomelink offer DNA testing services that promise to provide individuals with accurate and reliable information about their DNA. However, there are several reasons why DNA tests can be inaccurate and why it's important to consider the limitations of these tests.

One reason why DNA tests can be inaccurate is due to the limitations of the technology used to analyze the DNA sample. While DNA sequencing has come a long way in recent years, it is still not perfect and can produce false results. This can occur for a variety of reasons, including contamination of the sample, problems with the sequencing process, or errors in the analysis of the results.

Another reason why DNA tests can be inaccurate is due to the limited number of genetic markers used in the analysis. Some DNA testing companies, including Genomelink, only analyze a small portion of an individual's DNA, which can lead to inaccurate results. This is because the genetic markers used in the analysis are not always representative of an individual's entire genome and may not provide a comprehensive picture of their DNA.

In addition, the accuracy of DNA tests can be impacted by the population databases used in the analysis. The DNA profiles of individuals in these databases are used to compare with the DNA of the individual being tested. If the population database is not representative of the individual's ancestry, this can result in inaccurate results.

Another factor that can impact the accuracy of DNA tests is the individual's personal history. If an individual has a complex family history, including adoptions, surrogacy, or unknown parentage, the results of their DNA test may not be as accurate. This is because the DNA test is based on a comparison of an individual's DNA with the DNA profiles in the population database, and if the individual's ancestry is not represented in the database, the results may be inaccurate.

There are also concerns about the privacy and security of DNA testing companies, including Genomelink. When individuals provide a DNA sample to a company like Genomelink, they are effectively providing access to their genetic information. This raises concerns about the potential for genetic data breaches and the use of genetic information for malicious purposes. There is also the risk that DNA testing companies may share genetic information with third parties without the individual's consent.

In conclusion, while DNA tests can be a valuable tool for learning more about one's ancestry, family history, and health, it's important to consider the limitations and potential inaccuracies of these tests. Companies like Genomelink may provide accurate results, but it is also important to consider the potential privacy and security risks associated with DNA testing. When deciding whether to take a DNA test, it is important to weigh the potential benefits against the potential limitations and privacy concerns. To ensure that the results of a DNA test are as accurate as possible, it is important to use a reputable DNA testing company and to be aware of the potential limitations and inaccuracies of these tests.

Why is that important? First, knowing the direction your DNA has set up for you can help you form a stronger identity. Going through the exercise of exploring for each trait whether you ‘followed’ or ‘defied’ your genetic predisposition is a fun and deeply satisfying way to get to know yourself. You can even do this with a family member or friend and discuss with them how ‘spot on’ your DNA predicts who you are!

Visit https://genomelink.io/dashboard for new trait reports based on your DNA data!


Genomelink is operated by Awakens, Inc. and is based out of Berkeley, California. Their personal DNA cloud empowers users to discover more about themselves and their identities through an understanding of their raw DNA data.


Tomohiro Takano
Tomohiro Takano
Co-Founder and CEO