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Nutrigenomics:
We are what we eat - the impact of nutrition on
       health and phenotype plasticity
                   Michael MĂŒller
                      Netherlands Nutrigenomics Centre
                & Nutrition, Metabolism and Genomics Group
             Division of Human Nutrition, Wageningen University
Challenge 1:
  Successful ageing - Stay healthy as long as possible




100 %
  Health/ “Quality of life”




                                           time
Challenge 2:
What's healthy?
Challenge 3:
       Our “paleolithic” genes + modern diets



           Paleolithic era                                 Modern Times
       1.200.000 Generations                               2-3 Generations
      between feast en famine                            in energy abundance

% Energy                                     % Energy
     100                                          100                  Grain
                             Low-fat meat                              Milk/-products
                             Chicken                                   Isolated Carbohydrates
                             Eggs                                      Isolated Fat/Oil
                             Fish                                      Alcohol

      50                                            50                 Meat
                             Fruit                                     Chicken
                             Vegetables (carrots)                      Fish
                             Nuts
                             Honey
                                                                        Fruit
                                                                        Vegetables
       0                                             0                  Beans
Challenge 4:
We have a tsunami of health problems
Challenge 5:
Complex diseases are to complex for
   „mono-target‟ drug therapies
We are what we eat
We are what we eat
 Our foods have large impact on our gene expression & phenotype


‱ (Micro & Macro) Nutrients
   – Mono & PU fatty acids
   – Vitamins (e.g. vitamin A & D) , minerals (e.g. Zn)
‱ Microbiota (from foods)
   – Vegetarians / omni- /carnivores => different microbiota
   – “Raw” (e.g. “Sushi”) or fermented food consumption => food-
     specific microbiota
‱ Food components (bitter, toxic – or healthy?)
   – Secondary plant metabolites (e.g. resveratrol, glucosinolates,
     cafestol....)
   – MicroRNA (e.g. rice) => “nutrient”?
Phenotype plasticity
Phenotypic plasticity is the ability of an organism to
change its phenotype in response to changes in the
environment (e.g. nutrition).
1 Genotype => 5 nutritional phenotypes




155 kg                                 76 kg
Genome plasticity
Timely relatively modest interventions in early
life can have a large effect on disease risk later
You are what you eat and have eaten:
Received, Recorded, Remembered & Revealed
Nutrigenomics
Quantification of the nutritional genotype-phenotype

                      Phenotype




                      Metabolome
  Lifestyle
                       Proteome
 Nutrition

Environment          Transcriptome


                      Epigenome


                       Genotype
Why Nutrigenomics

‱ To understand nutrition &      Mechanisms
  metabolic health/plasticity
‱ To comprehensively             Biomarkers
  phenotype
‱ To validate FFQ                Nutritional Science 2.0
‱ To enable strategies to        Personal Nutrition
  optimize personal health
‱ To provide scientific          Health claim support
  evidence for health
  claims of “functional”
  foods
Dietary fat => Triglycerides => Fatty acids
 Triglycerides              Fatty acids




       ↕
Study of effects of fatty acids
           at organ and cellular level
Fatty acids     Organs     Cells




                                       Diabetes/
                                       obesity




                                       Cardiovascular
                                       disease
How is gene regulation by dietary fat mediated ?


                     PPAR
                     PPAR /
                     PPAR
                     HNF4
                     RXRs
                     LXRs
                     FXR
                     SREBP1
                     TLR4
                     more
Understanding Nutrition
      How nutrients regulate our genes: via sensing molecular switches



                                                                                                                           Changed
                                                                                                                            organ
                                                                                                                           metabolic
                                                                                                                           capacity




J Clin Invest. 2004;114:94-103                  Am J Clin Nutr. 2007;86(5):1515-23               Am J Clin Nutr. 2009; 90:415-24
J Biol Chem. 2006;28:934-44                     PLOS ONE 2008;3(2):e1681                         Am J Clin Nutr. 2009;90:1656-64
Endocrinology. 2006;147:1508-16                 BMC Genomics 2008; 9:231                         Mol Cell Biology 2009;29:6257-67
Physiol Genomics. 2007;30:192-204               BMC Genomics 2008; 9:262                         Am J Clin Nutr. 2010;91:208-17
Endocrinology. 2007;148:2753-63                 J Biol Chem. 2008;283:22620-7                    BMC Genomics 2009
BMC Genomics 2007; 8:267                        Arterioscler Thromb Vasc Biol. 2009;29:969-74.   Physiol. Genomics 2009
Arterioscler Thromb Vasc Biol. 2007;27:2420-7   Plos One 2009;4(8):e6796                         Circulation 2010
                                                HEPATOLOGY 2010;51:511-522                       Diabetes 2010
                                                                                                 Cell Metabolism 2010
                                                                                                 Nature 2011
Intestine

LXR
 Decreased cholesterol absorption
FXR
 Increased bile salt recirculation
PPAR
 Improved lipid handling




  Regulation of Cholesterol and
Lipid Handling in Metabolic Organ
 Systems by Nuclear Receptors
Comparison PPAR target pathways
        intestine / liver
Concept of lipid sensing
    Nutrient sensing:
 Analogy with control panel
Saturated fatty acid   Poly unsaturated fatty acid
Angptl4 is highly induced by fatty acids
  in numerous cell types and tissues




                               Angptl4
Induction Angptl4 to prevent lipotoxicity
Differential regulation between saturated
        and unsaturated fatty acids


                   Angptl4                       CHOP
              60                           5.0
              50                           4.0




                             Fold change
Fold change




              40
                                           3.0
              30
                                           2.0
              20
              10                           1.0
              0                            0.0
Differential regulation between saturated
        and unsaturated fatty acids


                   Protective                       Toxic
              60                              5.0
              50                              4.0




                                Fold change
Fold change




              40
                                              3.0
              30
                                              2.0
              20
              10                              1.0
              0                               0.0
Nutrigenomics & molecular nutrition allows
 us to define the mechanistic framework




                                   Blood
                                   triglycerides
29
Changes in the SFA, MUFA and MED groups in the expression of
    genes involved in oxidative phosphorylation, mitochondrial
             dysfunction, and ubiquinone biosynthesis




30
You are what you eat
    Influence of dietary protein on the metabolic phenotype
                      in the gut-liver axis

                                                Protein turnover
                           Gut                  Amino acid
Macronutrient              peptides             metabolism
composition                Nutrients            Glycogenogenesis
 of the diet
                           Bacterial            Glyconeogenesis
                           derived
                                                Glycolysis
                           components
                                                Lipogenesis,
                                                oxidation


                GI-tract                                           Peripheral
                                        Liver                        blood
Objectives


‱ Investigating the effect of a high protein diet on hepatic
  lipid accumulation.

‱ Unravel mechanisms which are responsible for the
  reduced liver fat.
Design & diets

2 weeks              1 week                                         12 weeks



Run-in:        Acute effect                                        Long term diet effect
control diet   of a high fat /                                     on the development
               high protein diet                                   of liver steatosis

Experimental diets        Carbohydrate (en%)         Fat (en%)         Protein (en%)
                       Two low fat diet – normal or high protein
LF-NP                                75                 10                   15
LF-HP                                40                 10                   50
                      Two high fat diet – normal or high protein
HF-NP                                50                 35                   15
HF-HP                                15                 35                   50
Body composition and food intake




        Schwarz, J. et al., PLoS ONE 2012.
Less liver fat / hepatic steatosis




                                              50 ”m




         Schwarz, J. et al., PLoS ONE 2012.
Enrichment map for HP vs. NP feeding
    to identify biological functions




         Schwarz, J. et al., PLoS ONE 2012.
Schematic fate of dietary
amino acid utilisation in the liver




        Schwarz, J. et al., PLoS ONE 2012.
Conclusion



‱ Prevention of NAFLD by HP diet by enhanced lipid
  secretion and less efficient use of ingested energy.
‱ High protein diet modulates lipid handling in the mouse
  small intestine.
‱ Microbiota and host response in the colon after
  adaptation to a high protein diet.
Research
                                       questions


                                                                Genomics
              Databasing
                                 MADMAX DB / DIETome DB
                                                                DB mining
                                 PBMCs DB / NutriPheno DB
                                     Microbiome DB
                                      Secretome DB
   Quantitative
                                                                       Improved
    Modeling
 Systems Biology                                                     study design
                                 Nutrigenomics Platform
                                         NNC
                               High Standardization                   Omics-based
Omics-based                 Comprehensive Phenotyping
Phenotyping                                                           Phenotyping
                           Data capturing, basing, mining


         MRI                Nutritional Science 2.0                   MRI
       Imaging                                                      Imaging


                     Metabolic                          Metabolic
                     Challenge        Controlled        Challenge
                                      nutritional
                                     intervention
Metabolic flexibility

Optimal health: the ability of an organism to keep
metabolic balance in response to a wide range of
stressors.


Metabolic flexibility (=phenotypic flexibility): the
individual`s capacity to adapt in time and location to
changes in dietary conditions to keep metabolic balance.

Metabolic flexibility is thus a very important indicator of
individual health status, as it reflects the (dys)functioning
of metabolic organs, such as liver, muscle, adipose
tissue and gut.
Very personal conclusions
  How to keep our metabolic flexibility/health

‱ Identify chronic (non-resolving) stress using
  systems “perturbation” tests & deep genomics-
  based phenotyping
‱ Solve it!
  – Less Inflammation
  – Less Metabolic Stress (less sat. fat, highly processed
    / lipogenic foods)
  – More Exercise (muscle & other organs) with a
    “challenging” lifestyle & food pattern
  – Eat less from time to time

                                                         41
2 Meals a day, work as long as possible &
          embrace challenges




           Walter Breuning (1896 - 2011)
Sander Kersten
Linda Sanderson
Natasha Georgiadi
Mark Bouwens
Lydia Afman
Guido Hooiveld
Wilma Steegenga
Philip de Groot
Mark Boekschoten
Nicole de Wit
Mohammad Ohid Ullah


Christian Trautwein
Folkert Kuipers
Ben van Ommen
Hannelore Daniel
Bart Staels
Edith Feskens

..

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Costa rica Lecture 3. on 4 Oct 2012 Nutrigenomics: We are what we eat - why?

  • 1. Nutrigenomics: We are what we eat - the impact of nutrition on health and phenotype plasticity Michael MĂŒller Netherlands Nutrigenomics Centre & Nutrition, Metabolism and Genomics Group Division of Human Nutrition, Wageningen University
  • 2. Challenge 1: Successful ageing - Stay healthy as long as possible 100 % Health/ “Quality of life” time
  • 4. Challenge 3: Our “paleolithic” genes + modern diets Paleolithic era Modern Times 1.200.000 Generations 2-3 Generations between feast en famine in energy abundance % Energy % Energy 100 100 Grain Low-fat meat Milk/-products Chicken Isolated Carbohydrates Eggs Isolated Fat/Oil Fish Alcohol 50 50 Meat Fruit Chicken Vegetables (carrots) Fish Nuts Honey Fruit Vegetables 0 0 Beans
  • 5. Challenge 4: We have a tsunami of health problems
  • 6. Challenge 5: Complex diseases are to complex for „mono-target‟ drug therapies
  • 7. We are what we eat
  • 8. We are what we eat Our foods have large impact on our gene expression & phenotype ‱ (Micro & Macro) Nutrients – Mono & PU fatty acids – Vitamins (e.g. vitamin A & D) , minerals (e.g. Zn) ‱ Microbiota (from foods) – Vegetarians / omni- /carnivores => different microbiota – “Raw” (e.g. “Sushi”) or fermented food consumption => food- specific microbiota ‱ Food components (bitter, toxic – or healthy?) – Secondary plant metabolites (e.g. resveratrol, glucosinolates, cafestol....) – MicroRNA (e.g. rice) => “nutrient”?
  • 9. Phenotype plasticity Phenotypic plasticity is the ability of an organism to change its phenotype in response to changes in the environment (e.g. nutrition).
  • 10. 1 Genotype => 5 nutritional phenotypes 155 kg 76 kg
  • 12. Timely relatively modest interventions in early life can have a large effect on disease risk later
  • 13. You are what you eat and have eaten: Received, Recorded, Remembered & Revealed
  • 14. Nutrigenomics Quantification of the nutritional genotype-phenotype Phenotype Metabolome Lifestyle Proteome Nutrition Environment Transcriptome Epigenome Genotype
  • 15. Why Nutrigenomics ‱ To understand nutrition &  Mechanisms metabolic health/plasticity ‱ To comprehensively  Biomarkers phenotype ‱ To validate FFQ  Nutritional Science 2.0 ‱ To enable strategies to  Personal Nutrition optimize personal health ‱ To provide scientific  Health claim support evidence for health claims of “functional” foods
  • 16. Dietary fat => Triglycerides => Fatty acids Triglycerides Fatty acids ↕
  • 17. Study of effects of fatty acids at organ and cellular level Fatty acids Organs Cells Diabetes/ obesity Cardiovascular disease
  • 18. How is gene regulation by dietary fat mediated ? PPAR PPAR / PPAR HNF4 RXRs LXRs FXR SREBP1 TLR4 more
  • 19. Understanding Nutrition How nutrients regulate our genes: via sensing molecular switches Changed organ metabolic capacity J Clin Invest. 2004;114:94-103 Am J Clin Nutr. 2007;86(5):1515-23 Am J Clin Nutr. 2009; 90:415-24 J Biol Chem. 2006;28:934-44 PLOS ONE 2008;3(2):e1681 Am J Clin Nutr. 2009;90:1656-64 Endocrinology. 2006;147:1508-16 BMC Genomics 2008; 9:231 Mol Cell Biology 2009;29:6257-67 Physiol Genomics. 2007;30:192-204 BMC Genomics 2008; 9:262 Am J Clin Nutr. 2010;91:208-17 Endocrinology. 2007;148:2753-63 J Biol Chem. 2008;283:22620-7 BMC Genomics 2009 BMC Genomics 2007; 8:267 Arterioscler Thromb Vasc Biol. 2009;29:969-74. Physiol. Genomics 2009 Arterioscler Thromb Vasc Biol. 2007;27:2420-7 Plos One 2009;4(8):e6796 Circulation 2010 HEPATOLOGY 2010;51:511-522 Diabetes 2010 Cell Metabolism 2010 Nature 2011
  • 20. Intestine LXR Decreased cholesterol absorption FXR Increased bile salt recirculation PPAR Improved lipid handling Regulation of Cholesterol and Lipid Handling in Metabolic Organ Systems by Nuclear Receptors
  • 21. Comparison PPAR target pathways intestine / liver
  • 22. Concept of lipid sensing Nutrient sensing: Analogy with control panel
  • 23. Saturated fatty acid Poly unsaturated fatty acid
  • 24. Angptl4 is highly induced by fatty acids in numerous cell types and tissues Angptl4
  • 25. Induction Angptl4 to prevent lipotoxicity
  • 26. Differential regulation between saturated and unsaturated fatty acids Angptl4 CHOP 60 5.0 50 4.0 Fold change Fold change 40 3.0 30 2.0 20 10 1.0 0 0.0
  • 27. Differential regulation between saturated and unsaturated fatty acids Protective Toxic 60 5.0 50 4.0 Fold change Fold change 40 3.0 30 2.0 20 10 1.0 0 0.0
  • 28. Nutrigenomics & molecular nutrition allows us to define the mechanistic framework Blood triglycerides
  • 29. 29
  • 30. Changes in the SFA, MUFA and MED groups in the expression of genes involved in oxidative phosphorylation, mitochondrial dysfunction, and ubiquinone biosynthesis 30
  • 31. You are what you eat Influence of dietary protein on the metabolic phenotype in the gut-liver axis Protein turnover Gut Amino acid Macronutrient peptides metabolism composition Nutrients Glycogenogenesis of the diet Bacterial Glyconeogenesis derived Glycolysis components Lipogenesis, oxidation GI-tract Peripheral Liver blood
  • 32. Objectives ‱ Investigating the effect of a high protein diet on hepatic lipid accumulation. ‱ Unravel mechanisms which are responsible for the reduced liver fat.
  • 33. Design & diets 2 weeks 1 week 12 weeks Run-in: Acute effect Long term diet effect control diet of a high fat / on the development high protein diet of liver steatosis Experimental diets Carbohydrate (en%) Fat (en%) Protein (en%) Two low fat diet – normal or high protein LF-NP 75 10 15 LF-HP 40 10 50 Two high fat diet – normal or high protein HF-NP 50 35 15 HF-HP 15 35 50
  • 34. Body composition and food intake Schwarz, J. et al., PLoS ONE 2012.
  • 35. Less liver fat / hepatic steatosis 50 ”m Schwarz, J. et al., PLoS ONE 2012.
  • 36. Enrichment map for HP vs. NP feeding to identify biological functions Schwarz, J. et al., PLoS ONE 2012.
  • 37. Schematic fate of dietary amino acid utilisation in the liver Schwarz, J. et al., PLoS ONE 2012.
  • 38. Conclusion ‱ Prevention of NAFLD by HP diet by enhanced lipid secretion and less efficient use of ingested energy. ‱ High protein diet modulates lipid handling in the mouse small intestine. ‱ Microbiota and host response in the colon after adaptation to a high protein diet.
  • 39. Research questions Genomics Databasing MADMAX DB / DIETome DB DB mining PBMCs DB / NutriPheno DB Microbiome DB Secretome DB Quantitative Improved Modeling Systems Biology study design Nutrigenomics Platform NNC High Standardization Omics-based Omics-based Comprehensive Phenotyping Phenotyping Phenotyping Data capturing, basing, mining MRI Nutritional Science 2.0 MRI Imaging Imaging Metabolic Metabolic Challenge Controlled Challenge nutritional intervention
  • 40. Metabolic flexibility Optimal health: the ability of an organism to keep metabolic balance in response to a wide range of stressors. Metabolic flexibility (=phenotypic flexibility): the individual`s capacity to adapt in time and location to changes in dietary conditions to keep metabolic balance. Metabolic flexibility is thus a very important indicator of individual health status, as it reflects the (dys)functioning of metabolic organs, such as liver, muscle, adipose tissue and gut.
  • 41. Very personal conclusions How to keep our metabolic flexibility/health ‱ Identify chronic (non-resolving) stress using systems “perturbation” tests & deep genomics- based phenotyping ‱ Solve it! – Less Inflammation – Less Metabolic Stress (less sat. fat, highly processed / lipogenic foods) – More Exercise (muscle & other organs) with a “challenging” lifestyle & food pattern – Eat less from time to time 41
  • 42. 2 Meals a day, work as long as possible & embrace challenges Walter Breuning (1896 - 2011)
  • 43. Sander Kersten Linda Sanderson Natasha Georgiadi Mark Bouwens Lydia Afman Guido Hooiveld Wilma Steegenga Philip de Groot Mark Boekschoten Nicole de Wit Mohammad Ohid Ullah Christian Trautwein Folkert Kuipers Ben van Ommen Hannelore Daniel Bart Staels Edith Feskens 
..