genomics
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Genomics 101
Murugu Manickam, MD discloses no significant financial interests or other relationships with commercial interests. Presentation will not include discussion of commercial products or services and will not include unapproved or off-label usage of a commercial product or device.
The following planning committee members have no significant financial interests or relationships with commercial interests to disclose, their educational unit does not have a financial interest or affiliation with an organization that may receive direct benefit from the subject of the proposed CME activity, and they will not be personally compensated for their role in the planning or execution of this proposed CME activity by an organization other than The Ohio State University: Amy Ehrlich, MA and Henry Zheng, PhD, MBA
Murugu Manickam, MDClinical Assistant ProfessorDivision of Human Genetics
Genetics and Genomics • Genetics
– Rare disease oriented– Single gene– Absolute risk– Direct results
– Examples: Breast cancer and BRCA1/2: 70-80% chance of developing breast or ovarian cancer
• Genomics– Common disease oriented– Multiple genes– Relative risk– Currently indirect
inference
– Example: Celiac disease and HLA type: at highest 6% chance of developing celiac disease
Genes
• Humans have only about 23,000 genes in 6 billion base pairs (2 copies)– FYI: Frogs and wheat have more genes
• Humans are about 99.5% similar to each other
– About 3 million base pairs on average difference
Some Differences Travel TogetherA-C-T-A-G-C-T-A-G-C-T-A-C-G-T-G-A-C-A-A-C-G-T-G-A-C-A-T-AA-C-T-A-G-C-T-A-G-C-T-A-C-G-T-G-A-C-A-A-C-G-T-G-A-C-A-T-A
A-C-T-A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-AA-C-T-A-G-C-T-A-G-C-T-A-C-G-T-G-A-C-A-A-C-G-T-G-A-C-A-T-A
A-C-T-A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-AA-C-T-A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-A
A-C-T-A-G-C-T-A-G-C-T-A-C-G-T-G-A-C-A-A-C-G-T-G-A-C-A-T-AA-C-T-A-G-C-T-A-G-C-T-A-C-G-T-G-A-C-A-A-C-G-T-G-A-C-A-T-A
• Take a small stretch of DNA- the differences tend to be common differences between any two people
• If you have a G at position 5, you will have a C at 13 and an A at 25; if you have a T at position 5, it is an A and G respectively
HAP-MAP Project• Too expensive to look at every single base
pair, so a short cut was developed- look at the areas that are different
• Hap-Map project looked first at four ethnically diverse populations and then compared them as to which changes traveled together
Single Nucleotide Polymorphism
• Caucasians from Utah have mostly the GCA combo- only measure the G and you know the other two spots
• Yoruba from western Africa have the TAG combo- only measure the T and you know the other two spots
• This reduced the number of places you had to look to look for differences down to about 1 million single nucleotide polymorphisms (SNPs)
A-C-T-A-G-C-T-A-G-C-T-A-C-G-T-G-A-C-A-A-C-G-T-G-A-C-A-T-AA-C-T-A-G-C-T-A-G-C-T-A-C-G-T-G-A-C-A-A-C-G-T-G-A-C-A-T-A
A-C-T-A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-AA-C-T-A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-A
• It became cheap to compare large populations using a 1 million SNPs by technology on a chip platform– About $1000 x 10,000 samples would cost= $10 Million to tell the
common differences between cases and controlsCases of disease X
A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-AA-T-C-T-A-G-G-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-A
A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-AA-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-C-T-A
A-T-C-T-A-G-G-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-AA-T-C-T-A-G-G-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-A-T-A
A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-AA-T-C-T-A-G-G-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-A
A-T-C-T-A-G-G-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-AA-T-C-T-A-G-C-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-A
Controls without disease X
A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-AA-T-C-T-A-G-G-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-A
A-T-C-T-A-G-G-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-AA-T-C-T-A-G-C-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-A
A-T-C-T-A-G-C-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-AA-T-C-T-A-G-G-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-A
A-T-C-T-A-G-G-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-AA-T-C-T-A-G-G-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-A
A-T-C-T-A-G-G-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-A-T-AA-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-C-T-A
Genome Wide Association Studies
Cases of disease XA-T-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-A
A-T-C-T-A-G-G-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-A-T-A
A-A-C-T-A-G-C-T-A-A-G-T-G-A-C-A-A-C-G-T-G-G-C-C-T-A
Controls without disease XA-T-C-T-A-G-G-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-A
A-A-C-T-A-G-C-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-AA-T-C-T-A-G-C-T-A-A-G-T-G-A-C-G-A-C-G-T-G-G-C-C-T-A
• SNP #16- A appears to increase risk for the disease
• Maybe SNP #24 also but less frequently
Genome Wide Association Studies
– First large study to show this was for macular degeneration where a certain SNP, tripled your risk for the development of wet macular degeneration (Odds ratio of 3.5)
• The SNP was in a gene associated with inflammation so this made some biological sense
– However, no studies have achieved this same significant odds ratio- most show a modest increase between 1.2 and 2 [see primer on risk assessment]
– But it was relatively cheap (now less than $500) and easy to do
Genome Wide Association Studies
Weaknesses of GWA Studies• Associations only, not causation
– Not always in a gene
• Replication is absolute requirement – Need large populations to pick out small effects (more than
50,000 patients plus controls)
• Dependent on the data collected– Significant problem with definition of schizophrenia in older
studies
• Not applicable to non-Europeans as of now• Not consistent with evolution theory
Copy Number Variant
• When multiple people were fully sequenced, there were more differences in the number of copies of some genes than in the sequence of the gene
• Multiple copies of the gene influence regulation and may allow minor mutations to go unnoticed
Extra/Missing copies
• Charcot Marie Tooth disease (foot neuropathy with poor sensation)– When you have missing copy of the PMP22
gene
• Hereditary neuropathy with liability to pressure palsy (hereditary carpel tunnel syndrome)– When you have an extra copy of the PMP22
gene
Copy Number Variant• Many more dosage effects noted
especially with deletions leading to mental retardation and seizures disorders
• Now seeing links to autism as well
• But can be protective as was occurs with Spinal Muscular Atrophy where an “old” version of the gene has some protective effects if the primary copy has a mutation
Then and Now and TomorrowCost
Circa 2000Human Genome Project (multi-center) cost $3 billion for one person’s whole sequence (poor quality)
2010– Can do in a
commercial lab for around $15000 (low quality)
Circa 2015– Will do in an
office setting for less than $500 (high quality)
Then and Now and TomorrowTime
Circa 2000– Human
Genome Project took 9 years
2010– Can do in a
commercial lab for in about 6-10 weeks
Circa 2015– Will do in an
office setting in 15 minutes
Then and Now and TomorrowComparison to Others
Circa 2000– No
comparison on sequence available
2010– About 5000
people have been fully sequenced
Circa 2015– More than 100
million people will likely be sequenced
Sequencing
• Shortcut– Exon sequencing: only looking at the
“functional” part of the genome that codes proteins
• Very popular because it is cheaper and more focused than sequencing everything
• In several diseases the gene/genetic mutation has been found (rare diseases)
Sequencing• Whole genome sequencing
– Enormous amount of data (5TB at poor quality sequencing)
– Not enough “normal” samples to compare to currently therefore changes are hard to interpret
– But this will improve and get cheaper and faster and some day we will get a flash drive with every base pair (all 6 billion) to interpret and decipher
Relative Risk/ Absolute Risk
• Important concept to understand with genetic risk factors– Analogy by Francis Collins of the NIH of “genes as
the gun but environment is the trigger”
• Very few genetic conditions are absolutes- just because you have the genetic change you may or may not develop disease– Few exceptions such as Huntington disease (HD) or
Familial Adenomatous Polyposis (FAP)
Relative Risk/ Absolute Risk
• Relative risk- risk on comparison to someone else– E.g. smokers and non-smokers; abnormal
gene carriers and normal gene carriers
• Absolute risk- risk compared to yourself– Risk that you/patient will develop the disease
Relative Risk/ Absolute Risk
Example
• Celiac disease– There are certain HLA types that increase
your risk for celiac disease• If you do not have one of the these HLA types, you
apparently cannot develop celiac disease
– The highest risk group has a 10x increase in risk (relative risk)
• Absolute risk of developing celiac is only 6%
Relative Risk/ Absolute Risk
Prevention example
• Celiac disease– However, with a known relative risk you can
take action to prevent the development or early diagnosis of celiac disease
• Know symptoms/signs to look for• Avoid high gluten diet
Relative Risk
Risk and protection
• As more about the genome is known, genetic relative risk will become both risk and protective factors
RR <1: protective RR >1: riskR=1 no relationship
Relative Risk
Risk is a continuum
But dependent on baseline risk (1.5%)RR= 1.5
Absolute risk- 2.25%
RR= 2
Absolute risk- 3%
RR= 5
Absolute risk- 7.5%
RR= 1.5-50% increase risk-1.5 times more likely because of risk factor
RR= 5-400% increase risk-5 times more likely because of risk factor
RR= 2-100% increase risk-2 times more likely because of risk factor
Relative Risk
Risk is a continuumRR= 1.5-50% increase risk-1.5 times more likely because of risk factor
RR= 5-400% increase risk-5 times more likely because of risk factor
RR= 2-100% increase risk-2 times more likely because of risk factor
But dependent on baseline risk (7.5%)RR= 1.5
Absolute risk- 11.25%
RR= 2
Absolute risk- 15%
RR= 5
Absolute risk- 37.5%
Relative Risk
Risk is a continuumRR= 1.5-50% increase risk-1.5 times more likely because of risk factor
RR= 5-400% increase risk-5 times more likely because of risk factor
RR= 2-100% increase risk-2 times more likely because of risk factor
Plus additive/multiplicative risk and protective factors that individually might be small but collectively
have a large effect over time
Relative Risk
Risk is a continuumRR= 0.1-900% increase decreased-10 times less likely because of protective factor
RR= 0.5-100% decreased risk-1/2 times less likely because of protective factor
RR= 0.33-200% decreased risk-2/3 times less likely because of protective factor
So a SNPs changes that increase risk could be offset by behavioral changes that decrease risk.
Comparison to Other Risk Stratification
• Framingham Heart study– Using 10 year risk for
coronary heart disease• Showed age, LDL, cholesterol, HDL,
BP, diabetes, smoking status all influenced risk
– Modest relative risks– Continuum of risk and
protective effects that are additive/ multiplicative
Age RR
50-54 2
LDL >190 1.6
HDL <35 1.6
SBP <160 3
Diabetes 1.6
Smoker 1.6
• Framingham Heart study–Revolutionized cardiac
care• Cholesterol reduction • Blood pressure control• Diabetes control• Smoking cessation• Indications for cardiac
catherization
Subject to pharmaceutical and lifestyle interventionsConservatively a $100 billion industry
Comparison to Other Risk Stratification
– Recent study through the Women’s Health Initiative (WHI) has shown that genetic SNP markers do not change risk as much as the known environmental risk factors….
– But we do not know the additive/multiplicative/ protective effects that are being measured as of now
Comparison to Other Risk Stratification
Direct to Consumer Companies
• In 2008, three companies that offered SNP panels directly to the public
• In 2010, more than 30 companies that offer SNP panels to the public plus a few that offer full genome sequencing…
Direct to Consumer Companies• Various SNPs used
– Different results dependent on which company you use: higher/lower risk, less than population risk/greater than population risk
• Various interpretations• Some are medically-oriented* but some
are “fun fact”– Does your urine smell if you have asparagus
is given the same analysis as for colon cancer risk related SNPs
* Many have a disclaimer that the information gained is not for medical use
Direct to Consumer Companies
• Bypass physician orders and therefore put the “power” in the patients’ hands– Can be a boon if patients use this information
to make lifestyle changes that positively impact health
– Can be a bust if patients use this information to think they are protected from a disease or unnecessarily worry about low absolute risk
Preventative Health
• Multiple studies have showed some effect from knowing risk influencing patient behavior– But generally highly motivated patient
population– No studies with intensive interventions with
“high” risk populations (e.g. medication or surgery)
Do you feel comfortable talking to a patient if they bring in a
report like this to you…
• But very important to differentiate genomic testing from “traditional genetic” testing for highly penetrate, Mendellian disorders that have specific therapeutic interventions available whether for cancer syndromes, cardiac disorders or any number of other disorders– IF IN DOUBT, CONTACT A SPECIALIST TO
FIND OUT