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45-66 67-72 72-86
BMI
Obesity GRS Ranges
255
Casas-Agustench P et al. J Acad Nutr Diet. 2014;114:1954-1966.
263
264
The GOLDN Study
P trend<0.001
The field of genomics often struggles to replicate consistently observations of relationships
between genetic variants and health outcomes.
Genetic variation does not always affect individual disease risk
directly, but rather the potential is expressed only in the presence
of certain environmental (dietary) conditions.
Therefore, it is likely that at least some of the
disparate genetic association results are due to
differences in population nutrient intake that are
interacting with genes to allow or block their
expression (i.e., LIPC <->HDL-C).
Moreover, Genetic up- or down-regulation of
specific metabolic pathways may also explain
variation in individual requirements for certain
vitamins and minerals (i.e., MTHFR <-> Folic Acid)
Tucker KL, Smith CE, Lai CQ, Ordovas JM. Quantifying diet for nutrigenomic studies. Annu Rev Nutr. 2013;33:349-71.
The result of any single diet
and health outcome study
represents the average effect
within a range of dietary
responses due to unmeasured
genetic variation in regulation.
Because of this variability—not
only in individuals, but also in
populations—studies
attempting to replicate an
association between a specific
genetic polymorphism and
health outcomes may or may
not find it, depending on the
overall level of intake of a
moderating dietary factor.
Dietary Assessment Methods
The Cohorts for Heart and Aging Research in Genomic
Epidemiology (CHARGE) consortium was originally formed with five
well-described longitudinal cohort studies in the United States and Europe to
facilitate GWAS meta-analyses of genetic variation and health. Since then,
further studies have been added, with a recent analysis using data from 15
cohorts with dietary measures.
Cohort Country N Dietary assessment Fat % E SAT FAT %E PUFA %E
ARIC USA 2,980
9,198
IA 66-FFQ 33.2(6.8)
30.5(7.5)
12.2(3.1)
11.2(3.2)
5.1(1.5)
4.5(1.4)
CHS USA 3,222 SA 99-FFQ-NCI
SA 131-FFQ-W
32.3(6.0) 10.3(2.2) 7.4(2.2)
GOLDN USA 1,120 IA NCI 124-DHQ 35.5(6.7) 11.9(2.7) 7.6(2.1)
Rotterdam Netherlands 4,576 SA Food list
IA FFQ
36.3(6.1) 14.4(3.2) 6.9(1.1)
Inchianti Italy 1,100 IA 236-FFQ 31.0(5.1) 10.4(2.2) 3.4(0.7)
Dietary assessment and dietary fat intakes in the Cohorts for Heart and Aging Research in
Genomic Epidemiology (CHARGE) Consortium
Tucker KL, Smith CE, Lai CQ, Ordovas JM. Quantifying diet for nutrigenomic studies. Annu Rev Nutr. 2013;33:349-71.
One of those domains is nutrition and dietary
supplements. The measures include specific
questions to define breastfeeding (3), caffeine
intake (13), calcium intake (18), dairy food
servings (2, only milk and cheese), use of dietary
supplements (18), fiber intake (17), fruit and
vegetable intake (9), % energy from fat (16),
selenium (from serum), sugar intake (4), vitamin
D (serum), and total dietary intake (Automated
Self-Administered 24-Hour Recall (ASA24) and
two 24HRs more than a week apart, one on a
weekday and one on a weekend day).
The National Institutes of Health PhenX
(Phenotypes and eXposures) working group,
has developed a tool kit to encourage
standardized questionnaires or methods for
obtaining phenotype data in large projects.
Developed with support for the National
Human Genome Research Institute, the
group began its work to assist consortia in
harmonizing data across studies. We
developed a tool kit in 2006 and continue to
refine it (http://www.phenxtoolkit.org)
Hamilton CM, Strader LC, Pratt JG, Maiese D, Hendershot T, Kwok RK, Hammond JA, Huggins W, Jackman D, Pan H, Nettles DS, Beaty TH, Farrer
LA, Kraft P, Marazita ML, Ordovas JM, Pato CN, Spitz MR, Wagener D, Williams M, Junkins HA, Harlan WR, Ramos EM, Haines J. The PhenX
Toolkit: get the most from your measures. Am J Epidemiol. 2011 Aug 1;174(3):253-60
25
26
27
28
29
30
31
32
45-66 67-72 72-86
BMI
Obesity GRS Ranges
255
Casas-Agustench P et al. J Acad Nutr Diet. 2014;114:1954-1966.
263
264
The GOLDN Study
P trend<0.001
23
24
25
26
27
28
29
30
31
32
33
34
20 30 40 50 60 70 80 90
BMI
Obesity GRS
High SFA
Low SFA
Pinteraction=0.013
Casas-Agustench P et al. J Acad Nutr Diet. 2014;114:1954-1966.
H
D
L
L
D
L
H
D
L
L
D
L
H
D
L
L
D
L
H
D
L
L
D
L
TT
CC
CT
SCARB1
Zanoni P et al. Science.
2016 Mar
11;351(6278):1166-71.
Voight BF et al. Lancet.
2012 Aug
11;380(9841):572-80.
vención con eta
iterránea
www.predimed.es
Illes Balears
Reus
Barcelona
NavarraVitoria
Málaga
Sevilla
Gran Canaria
7,447 participants
n=2,450n=2,543 n=2,454
MedDiet
Extra virgin olive oil
(1L/w)
MedDiet
Nuts (30g/d)
Control diet (low fat)
“American Heart
Association guidelines”
• ~56 females
• ~67 years of age
• ~14% current smokers
• ~30 BMI
• ~83% hypertension
• ~50% Type 2 diabetes
• ~72% Dyslipidemia
• ~22% Family History of Premature CVD
Incidence of CVD (Stroke, myocardial infarction, CVD death)
C>T
TCF7L2
effects
1900
1950
2000
2050
2100
2150
2200
2250
CC CT+TT
Calories/day
98.5
99
99.5
100
100.5
101
101.5
102
102.5
103
103.5
CC CT+TT
Waist Circumf.
Garaulet M, et al. Int J Obes. 2010;34:516-23.
• Elevated calorie
intake
• Elevated cytokines
• Impaired sleep
• Higher total and
abdominal obesity
Garaulet M, et al. Int J Obes. 2013 Apr;37(4):604-11.
Epigenetics
13.0 (1.3-124.0)
0.026
8.68 (1.73-43.59)
0.008
19.3 (2.52-147.48)
0.004
OR (95%CI)
P-value
Hypermethylation of CLOCK CpG1 is
associated to:
Milagro FI et al. Chronobiol Int. 2012 Nov;29(9):1180-94.
PRKCZ
Future research combining an understanding of
genetic variation and dietary intake, therefore,
promises to clarify many previously
controversial or conflicting results on diet and
health.
Furthermore, we expect that this research will
lead to more effective personalized nutrition
information that is based on improved
understanding of individual requirements for
specific nutrients or sensitivity to others.
In many cases, however, these
associations may not be identified
because of substantial error in the dietary
assessment. Thus new biomarkers and
technologies are needed.
Besides what and how much we eat is also
important when we eat. Therefore,
chronobiology should join nutrition and
genetics to precisely define personalized
dietary recommendations.
Percentage of implausible reporters by BMI for US women aged 20 to 74 years in
the NHANES (1971-2010). Archer E, Mayo Clin Proc. 2015;90(7):911-26
?
PRESENT
FUTURE
GENOME
Unknown - Known
ENVIRONMENT
Obesogenic - Personalized
OBESITY PREDISPOSITION
Expressed - Controlled
Saliva collection for
DNA extraction
Genomic Analysis Interpretation
Personalized AdviceHealthy Aging
© Tufts University, Jean Mayer United States Department of Agriculture Human Nutrition Research Center on Aging

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Jose María Ordovás-El impacto de las ciencias ómicas en la nutrición, la medicina y la biotecnología

  • 1.
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  • 9. 25 26 27 28 29 30 31 32 45-66 67-72 72-86 BMI Obesity GRS Ranges 255 Casas-Agustench P et al. J Acad Nutr Diet. 2014;114:1954-1966. 263 264 The GOLDN Study P trend<0.001
  • 10. The field of genomics often struggles to replicate consistently observations of relationships between genetic variants and health outcomes.
  • 11. Genetic variation does not always affect individual disease risk directly, but rather the potential is expressed only in the presence of certain environmental (dietary) conditions. Therefore, it is likely that at least some of the disparate genetic association results are due to differences in population nutrient intake that are interacting with genes to allow or block their expression (i.e., LIPC <->HDL-C). Moreover, Genetic up- or down-regulation of specific metabolic pathways may also explain variation in individual requirements for certain vitamins and minerals (i.e., MTHFR <-> Folic Acid) Tucker KL, Smith CE, Lai CQ, Ordovas JM. Quantifying diet for nutrigenomic studies. Annu Rev Nutr. 2013;33:349-71.
  • 12. The result of any single diet and health outcome study represents the average effect within a range of dietary responses due to unmeasured genetic variation in regulation. Because of this variability—not only in individuals, but also in populations—studies attempting to replicate an association between a specific genetic polymorphism and health outcomes may or may not find it, depending on the overall level of intake of a moderating dietary factor.
  • 14. The Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium was originally formed with five well-described longitudinal cohort studies in the United States and Europe to facilitate GWAS meta-analyses of genetic variation and health. Since then, further studies have been added, with a recent analysis using data from 15 cohorts with dietary measures. Cohort Country N Dietary assessment Fat % E SAT FAT %E PUFA %E ARIC USA 2,980 9,198 IA 66-FFQ 33.2(6.8) 30.5(7.5) 12.2(3.1) 11.2(3.2) 5.1(1.5) 4.5(1.4) CHS USA 3,222 SA 99-FFQ-NCI SA 131-FFQ-W 32.3(6.0) 10.3(2.2) 7.4(2.2) GOLDN USA 1,120 IA NCI 124-DHQ 35.5(6.7) 11.9(2.7) 7.6(2.1) Rotterdam Netherlands 4,576 SA Food list IA FFQ 36.3(6.1) 14.4(3.2) 6.9(1.1) Inchianti Italy 1,100 IA 236-FFQ 31.0(5.1) 10.4(2.2) 3.4(0.7) Dietary assessment and dietary fat intakes in the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium Tucker KL, Smith CE, Lai CQ, Ordovas JM. Quantifying diet for nutrigenomic studies. Annu Rev Nutr. 2013;33:349-71.
  • 15. One of those domains is nutrition and dietary supplements. The measures include specific questions to define breastfeeding (3), caffeine intake (13), calcium intake (18), dairy food servings (2, only milk and cheese), use of dietary supplements (18), fiber intake (17), fruit and vegetable intake (9), % energy from fat (16), selenium (from serum), sugar intake (4), vitamin D (serum), and total dietary intake (Automated Self-Administered 24-Hour Recall (ASA24) and two 24HRs more than a week apart, one on a weekday and one on a weekend day). The National Institutes of Health PhenX (Phenotypes and eXposures) working group, has developed a tool kit to encourage standardized questionnaires or methods for obtaining phenotype data in large projects. Developed with support for the National Human Genome Research Institute, the group began its work to assist consortia in harmonizing data across studies. We developed a tool kit in 2006 and continue to refine it (http://www.phenxtoolkit.org) Hamilton CM, Strader LC, Pratt JG, Maiese D, Hendershot T, Kwok RK, Hammond JA, Huggins W, Jackman D, Pan H, Nettles DS, Beaty TH, Farrer LA, Kraft P, Marazita ML, Ordovas JM, Pato CN, Spitz MR, Wagener D, Williams M, Junkins HA, Harlan WR, Ramos EM, Haines J. The PhenX Toolkit: get the most from your measures. Am J Epidemiol. 2011 Aug 1;174(3):253-60
  • 16.
  • 17. 25 26 27 28 29 30 31 32 45-66 67-72 72-86 BMI Obesity GRS Ranges 255 Casas-Agustench P et al. J Acad Nutr Diet. 2014;114:1954-1966. 263 264 The GOLDN Study P trend<0.001
  • 18. 23 24 25 26 27 28 29 30 31 32 33 34 20 30 40 50 60 70 80 90 BMI Obesity GRS High SFA Low SFA Pinteraction=0.013 Casas-Agustench P et al. J Acad Nutr Diet. 2014;114:1954-1966.
  • 20. SCARB1 Zanoni P et al. Science. 2016 Mar 11;351(6278):1166-71. Voight BF et al. Lancet. 2012 Aug 11;380(9841):572-80.
  • 21.
  • 22. vención con eta iterránea www.predimed.es Illes Balears Reus Barcelona NavarraVitoria Málaga Sevilla Gran Canaria 7,447 participants n=2,450n=2,543 n=2,454 MedDiet Extra virgin olive oil (1L/w) MedDiet Nuts (30g/d) Control diet (low fat) “American Heart Association guidelines”
  • 23. • ~56 females • ~67 years of age • ~14% current smokers • ~30 BMI • ~83% hypertension • ~50% Type 2 diabetes • ~72% Dyslipidemia • ~22% Family History of Premature CVD
  • 24. Incidence of CVD (Stroke, myocardial infarction, CVD death)
  • 26.
  • 27.
  • 28. 1900 1950 2000 2050 2100 2150 2200 2250 CC CT+TT Calories/day 98.5 99 99.5 100 100.5 101 101.5 102 102.5 103 103.5 CC CT+TT Waist Circumf. Garaulet M, et al. Int J Obes. 2010;34:516-23. • Elevated calorie intake • Elevated cytokines • Impaired sleep • Higher total and abdominal obesity
  • 29. Garaulet M, et al. Int J Obes. 2013 Apr;37(4):604-11.
  • 31. 13.0 (1.3-124.0) 0.026 8.68 (1.73-43.59) 0.008 19.3 (2.52-147.48) 0.004 OR (95%CI) P-value Hypermethylation of CLOCK CpG1 is associated to: Milagro FI et al. Chronobiol Int. 2012 Nov;29(9):1180-94.
  • 32.
  • 33. PRKCZ
  • 34. Future research combining an understanding of genetic variation and dietary intake, therefore, promises to clarify many previously controversial or conflicting results on diet and health. Furthermore, we expect that this research will lead to more effective personalized nutrition information that is based on improved understanding of individual requirements for specific nutrients or sensitivity to others. In many cases, however, these associations may not be identified because of substantial error in the dietary assessment. Thus new biomarkers and technologies are needed. Besides what and how much we eat is also important when we eat. Therefore, chronobiology should join nutrition and genetics to precisely define personalized dietary recommendations. Percentage of implausible reporters by BMI for US women aged 20 to 74 years in the NHANES (1971-2010). Archer E, Mayo Clin Proc. 2015;90(7):911-26
  • 35. ? PRESENT FUTURE GENOME Unknown - Known ENVIRONMENT Obesogenic - Personalized OBESITY PREDISPOSITION Expressed - Controlled
  • 36. Saliva collection for DNA extraction Genomic Analysis Interpretation Personalized AdviceHealthy Aging
  • 37. © Tufts University, Jean Mayer United States Department of Agriculture Human Nutrition Research Center on Aging